Overview

Dataset info

Number of variables 375
Number of observations 300000
Total Missing (%) 27.3%
Total size in memory 858.3 MiB
Average record size in memory 2.9 KiB

Variables types

Numeric 186
Categorical 39
Date 0
Text (Unique) 0
Rejected 150

Warnings

  • AGRI_Closed_PrevQ1 has 299981 / 100.0% missing values Missing
  • AGRI_DATE has 299980 / 100.0% missing values Missing
  • AGRI_PREM_CLOSED_PREVQ1 has 299981 / 100.0% missing values Missing
  • AGRI_TAG_LIVE has 299980 / 100.0% missing values Missing
  • AL_CNC_Closed_PrevQ1 has 299871 / 100.0% missing values Missing
  • AL_CNC_DATE has 298286 / 99.4% missing values Missing
  • AL_CNC_PREM_CLOSED_PREVQ1 has 299914 / 100.0% missing values Missing
  • AL_CNC_TAG_LIVE has 298286 / 99.4% missing values Missing
  • AL_Closed_PrevQ1 has 298930 / 99.6% missing values Missing
  • AL_DATE has 285215 / 95.1% missing values Missing
  • AL_PREM_CLOSED_PREVQ1 has 299631 / 99.9% missing values Missing
  • AL_TAG_LIVE has 285215 / 95.1% missing values Missing
  • ATM_CW_Amt_prev1 is highly correlated with ATM_amt_prev1 (ρ = 0.9907) Rejected
  • ATM_CW_Amt_prev2 is highly correlated with ATM_amt_prev2 (ρ = 0.9903) Rejected
  • ATM_CW_Amt_prev3 is highly correlated with ATM_amt_prev3 (ρ = 0.99144) Rejected
  • ATM_CW_Amt_prev4 is highly correlated with ATM_amt_prev4 (ρ = 0.99154) Rejected
  • ATM_CW_Amt_prev5 is highly correlated with ATM_amt_prev5 (ρ = 0.9909) Rejected
  • ATM_CW_Amt_prev6 is highly correlated with ATM_amt_prev6 (ρ = 0.98847) Rejected
  • ATM_CW_Cnt_prev1 is highly correlated with COUNT_ATM_D_prev1 (ρ = 0.99908) Rejected
  • ATM_CW_Cnt_prev2 is highly correlated with COUNT_ATM_D_prev2 (ρ = 0.9991) Rejected
  • ATM_CW_Cnt_prev3 is highly correlated with COUNT_ATM_D_prev3 (ρ = 0.99903) Rejected
  • ATM_CW_Cnt_prev4 is highly correlated with COUNT_ATM_D_prev4 (ρ = 0.999) Rejected
  • ATM_CW_Cnt_prev5 is highly correlated with COUNT_ATM_D_prev5 (ρ = 0.9988) Rejected
  • ATM_CW_Cnt_prev6 is highly correlated with COUNT_ATM_D_prev6 (ρ = 0.99877) Rejected
  • ATM_C_prev1 has constant value 0 Rejected
  • ATM_C_prev2 has constant value 0 Rejected
  • ATM_C_prev3 has constant value 0 Rejected
  • ATM_C_prev4 has constant value 0 Rejected
  • ATM_C_prev5 has constant value 0 Rejected
  • ATM_C_prev6 has constant value 0 Rejected
  • ATM_D_prev1 has 234160 / 78.1% zeros
  • ATM_D_prev2 has 232849 / 77.6% zeros
  • ATM_D_prev3 has 232742 / 77.6% zeros
  • ATM_D_prev4 has 235057 / 78.4% zeros
  • ATM_D_prev5 has 234054 / 78.0% zeros
  • ATM_D_prev6 has 237336 / 79.1% zeros
  • ATM_amt_prev1 is highly correlated with ATM_D_prev1 (ρ = 1) Rejected
  • ATM_amt_prev2 is highly correlated with ATM_D_prev2 (ρ = 1) Rejected
  • ATM_amt_prev3 is highly correlated with ATM_D_prev3 (ρ = 1) Rejected
  • ATM_amt_prev4 is highly correlated with ATM_D_prev4 (ρ = 1) Rejected
  • ATM_amt_prev5 is highly correlated with ATM_D_prev5 (ρ = 1) Rejected
  • ATM_amt_prev6 is highly correlated with ATM_D_prev6 (ρ = 1) Rejected
  • BAL_prev1 is highly skewed (γ1 = 183.94)
  • BAL_prev2 is highly correlated with CR_AMB_Prev1 (ρ = 0.95884) Rejected
  • BAL_prev3 is highly correlated with CR_AMB_Prev2 (ρ = 0.91028) Rejected
  • BAL_prev4 is highly correlated with CR_AMB_Prev3 (ρ = 0.94189) Rejected
  • BAL_prev5 is highly correlated with CR_AMB_Prev4 (ρ = 0.95827) Rejected
  • BAL_prev6 is highly correlated with CR_AMB_Prev5 (ρ = 0.90475) Rejected
  • BL_Closed_PrevQ1 has 299804 / 99.9% missing values Missing
  • BL_DATE has 297866 / 99.3% missing values Missing
  • BL_PREM_CLOSED_PREVQ1 has 299856 / 100.0% missing values Missing
  • BL_TAG_LIVE has 297866 / 99.3% missing values Missing
  • BRANCH_C_prev1 is highly correlated with D_prev1 (ρ = 0.94217) Rejected
  • BRANCH_C_prev2 is highly correlated with D_prev2 (ρ = 0.92631) Rejected
  • BRANCH_C_prev3 is highly correlated with C_prev3 (ρ = 0.99534) Rejected
  • BRANCH_C_prev4 is highly correlated with C_prev4 (ρ = 0.99842) Rejected
  • BRANCH_C_prev5 is highly correlated with C_prev5 (ρ = 0.98559) Rejected
  • BRANCH_C_prev6 is highly correlated with C_prev6 (ρ = 0.98628) Rejected
  • BRANCH_D_prev1 is highly correlated with BRANCH_C_prev1 (ρ = 0.92458) Rejected
  • BRANCH_D_prev2 is highly correlated with BRANCH_C_prev2 (ρ = 0.92833) Rejected
  • BRANCH_D_prev3 is highly correlated with D_prev3 (ρ = 0.98489) Rejected
  • BRANCH_D_prev4 is highly correlated with D_prev4 (ρ = 0.99519) Rejected
  • BRANCH_D_prev5 is highly correlated with D_prev5 (ρ = 0.9891) Rejected
  • BRANCH_D_prev6 is highly correlated with D_prev6 (ρ = 0.98505) Rejected
  • BRN_CASH_Dep_Amt_prev1 has 266388 / 88.8% missing values Missing
  • BRN_CASH_Dep_Amt_prev1 is highly skewed (γ1 = 72.546)
  • BRN_CASH_Dep_Amt_prev2 is highly correlated with BRN_CASH_Dep_Amt_prev1 (ρ = 0.93553) Rejected
  • BRN_CASH_Dep_Amt_prev3 is highly correlated with BRN_CASH_Dep_Amt_prev2 (ρ = 0.97369) Rejected
  • BRN_CASH_Dep_Amt_prev4 is highly correlated with BRN_CASH_Dep_Amt_prev3 (ρ = 0.93589) Rejected
  • BRN_CASH_Dep_Amt_prev5 is highly correlated with BRN_CASH_Dep_Amt_prev4 (ρ = 0.93848) Rejected
  • BRN_CASH_Dep_Amt_prev6 is highly correlated with BRN_CASH_Dep_Amt_prev5 (ρ = 0.95305) Rejected
  • BRN_CASH_Dep_Cnt_prev1 has 266388 / 88.8% missing values Missing
  • BRN_CASH_Dep_Cnt_prev1 is highly skewed (γ1 = 171.4)
  • BRN_CASH_Dep_Cnt_prev2 is highly correlated with custinit_CR_cnt_prev2 (ρ = 0.98223) Rejected
  • BRN_CASH_Dep_Cnt_prev3 is highly correlated with custinit_CR_cnt_prev3 (ρ = 0.98234) Rejected
  • BRN_CASH_Dep_Cnt_prev4 is highly correlated with custinit_CR_cnt_prev4 (ρ = 0.99414) Rejected
  • BRN_CASH_Dep_Cnt_prev5 has 264854 / 88.3% missing values Missing
  • BRN_CASH_Dep_Cnt_prev5 is highly skewed (γ1 = 96.2)
  • BRN_CASH_Dep_Cnt_prev6 has 263856 / 88.0% missing values Missing
  • BRN_CASH_Dep_Cnt_prev6 is highly skewed (γ1 = 41.167)
  • BRN_CW_Amt_prev1 has 299708 / 99.9% missing values Missing
  • BRN_CW_Amt_prev2 has 299718 / 99.9% missing values Missing
  • BRN_CW_Amt_prev3 has 299643 / 99.9% missing values Missing
  • BRN_CW_Amt_prev4 has 299708 / 99.9% missing values Missing
  • BRN_CW_Amt_prev5 has 299706 / 99.9% missing values Missing
  • BRN_CW_Amt_prev6 has 299704 / 99.9% missing values Missing
  • BRN_CW_Cnt_prev1 has 299708 / 99.9% missing values Missing
  • BRN_CW_Cnt_prev2 has 299718 / 99.9% missing values Missing
  • BRN_CW_Cnt_prev3 has 299643 / 99.9% missing values Missing
  • BRN_CW_Cnt_prev4 has 299708 / 99.9% missing values Missing
  • BRN_CW_Cnt_prev5 has 299706 / 99.9% missing values Missing
  • BRN_CW_Cnt_prev6 has 299704 / 99.9% missing values Missing
  • Billpay_Active_PrevQ1 has 275037 / 91.7% missing values Missing
  • Billpay_Reg_ason_Prev1 has 250859 / 83.6% missing values Missing
  • CASH_WD_AMT_Last6 has 184811 / 61.6% zeros
  • CASH_WD_CNT_Last6 has 184811 / 61.6% zeros
  • CC_CLOSED_PREVQ1 has 299404 / 99.8% missing values Missing
  • CC_PREM_CLOSED_PREVQ1 has 300000 / 100.0% missing values Missing
  • CC_PREM_CLOSED_PREVQ1 has constant value Rejected
  • CC_TAG_LIVE has 198127 / 66.0% missing values Missing
  • CE_Closed_PrevQ1 has 299988 / 100.0% missing values Missing
  • CE_DATE has 299859 / 100.0% missing values Missing
  • CE_PREM_CLOSED_PREVQ1 has 299996 / 100.0% missing values Missing
  • CE_TAG_LIVE has 299859 / 100.0% missing values Missing
  • CNR_prev1 is highly skewed (γ1 = 105.22)
  • CNR_prev2 is highly skewed (γ1 = 85.046)
  • CNR_prev3 is highly skewed (γ1 = 109.29)
  • CNR_prev4 is highly skewed (γ1 = 61.913)
  • CNR_prev5 is highly skewed (γ1 = 228.57)
  • CNR_prev6 is highly skewed (γ1 = 67.737)
  • COUNT_ATM_C_prev1 has constant value 0 Rejected
  • COUNT_ATM_C_prev2 has constant value 0 Rejected
  • COUNT_ATM_C_prev3 has constant value 0 Rejected
  • COUNT_ATM_C_prev4 has constant value 0 Rejected
  • COUNT_ATM_C_prev5 has constant value 0 Rejected
  • COUNT_ATM_C_prev6 has constant value 0 Rejected
  • COUNT_ATM_D_prev1 has 234160 / 78.1% zeros
  • COUNT_ATM_D_prev2 has 232849 / 77.6% zeros
  • COUNT_ATM_D_prev3 has 232742 / 77.6% zeros
  • COUNT_ATM_D_prev4 has 235057 / 78.4% zeros
  • COUNT_ATM_D_prev5 has 234054 / 78.0% zeros
  • COUNT_ATM_D_prev6 has 237336 / 79.1% zeros
  • COUNT_BRANCH_C_prev1 is highly correlated with count_C_prev1 (ρ = 0.99686) Rejected
  • COUNT_BRANCH_C_prev2 is highly correlated with count_C_prev2 (ρ = 0.99876) Rejected
  • COUNT_BRANCH_C_prev3 is highly correlated with count_C_prev3 (ρ = 0.99906) Rejected
  • COUNT_BRANCH_C_prev4 is highly correlated with count_C_prev4 (ρ = 0.99974) Rejected
  • COUNT_BRANCH_C_prev5 is highly correlated with count_C_prev5 (ρ = 0.99649) Rejected
  • COUNT_BRANCH_C_prev6 is highly correlated with count_C_prev6 (ρ = 0.99633) Rejected
  • COUNT_BRANCH_D_prev1 has 172831 / 57.6% zeros
  • COUNT_BRANCH_D_prev1 is highly skewed (γ1 = 394.07)
  • COUNT_BRANCH_D_prev2 is highly correlated with COUNT_BRANCH_D_prev1 (ρ = 0.92443) Rejected
  • COUNT_BRANCH_D_prev3 is highly correlated with BRN_CASH_Dep_Cnt_prev2 (ρ = 0.95027) Rejected
  • COUNT_BRANCH_D_prev4 is highly correlated with count_D_prev4 (ρ = 0.92837) Rejected
  • COUNT_BRANCH_D_prev5 is highly correlated with count_D_prev5 (ρ = 0.95082) Rejected
  • COUNT_BRANCH_D_prev6 is highly correlated with count_D_prev6 (ρ = 0.97804) Rejected
  • COUNT_IB_C_prev1 has 292177 / 97.4% zeros
  • COUNT_IB_C_prev1 is highly skewed (γ1 = 55.457)
  • COUNT_IB_C_prev2 has 293375 / 97.8% zeros
  • COUNT_IB_C_prev2 is highly skewed (γ1 = 47.767)
  • COUNT_IB_C_prev3 has 292672 / 97.6% zeros
  • COUNT_IB_C_prev3 is highly skewed (γ1 = 30.888)
  • COUNT_IB_C_prev4 has 293955 / 98.0% zeros
  • COUNT_IB_C_prev4 is highly skewed (γ1 = 58.671)
  • COUNT_IB_C_prev5 has 294554 / 98.2% zeros
  • COUNT_IB_C_prev5 is highly skewed (γ1 = 48.292)
  • COUNT_IB_C_prev6 has 293224 / 97.7% zeros
  • COUNT_IB_C_prev6 is highly skewed (γ1 = 64.91)
  • COUNT_IB_D_prev1 has 201705 / 67.2% zeros
  • COUNT_IB_D_prev2 has 200042 / 66.7% zeros
  • COUNT_IB_D_prev3 has 201179 / 67.1% zeros
  • COUNT_IB_D_prev4 has 206874 / 69.0% zeros
  • COUNT_IB_D_prev5 has 202947 / 67.6% zeros
  • COUNT_IB_D_prev6 has 204664 / 68.2% zeros
  • COUNT_MB_C_prev1 has constant value 0 Rejected
  • COUNT_MB_C_prev2 has constant value 0 Rejected
  • COUNT_MB_C_prev3 has constant value 0 Rejected
  • COUNT_MB_C_prev4 has constant value 0 Rejected
  • COUNT_MB_C_prev5 has constant value 0 Rejected
  • COUNT_MB_C_prev6 has constant value 0 Rejected
  • COUNT_MB_D_prev1 has 287728 / 95.9% zeros
  • COUNT_MB_D_prev1 is highly skewed (γ1 = 75.356)
  • COUNT_MB_D_prev2 has 288535 / 96.2% zeros
  • COUNT_MB_D_prev2 is highly skewed (γ1 = 42.241)
  • COUNT_MB_D_prev3 has 288618 / 96.2% zeros
  • COUNT_MB_D_prev3 is highly skewed (γ1 = 93.615)
  • COUNT_MB_D_prev4 has 289788 / 96.6% zeros
  • COUNT_MB_D_prev4 is highly skewed (γ1 = 33.322)
  • COUNT_MB_D_prev5 has 289635 / 96.5% zeros
  • COUNT_MB_D_prev5 is highly skewed (γ1 = 33.341)
  • COUNT_MB_D_prev6 has 290437 / 96.8% zeros
  • COUNT_MB_D_prev6 is highly skewed (γ1 = 37.998)
  • COUNT_POS_C_prev1 has constant value 0 Rejected
  • COUNT_POS_C_prev2 has constant value 0 Rejected
  • COUNT_POS_C_prev3 has constant value 0 Rejected
  • COUNT_POS_C_prev4 has constant value 0 Rejected
  • COUNT_POS_C_prev5 has constant value 0 Rejected
  • COUNT_POS_C_prev6 has constant value 0 Rejected
  • COUNT_POS_D_prev1 has 256836 / 85.6% zeros
  • COUNT_POS_D_prev2 has 253775 / 84.6% zeros
  • COUNT_POS_D_prev3 has 253851 / 84.6% zeros
  • COUNT_POS_D_prev4 has 255773 / 85.3% zeros
  • COUNT_POS_D_prev5 has 255594 / 85.2% zeros
  • COUNT_POS_D_prev6 has 258896 / 86.3% zeros
  • CR_AMB_Drop_Build_1 has 42941 / 14.3% zeros
  • CR_AMB_Drop_Build_1 is highly skewed (γ1 = 541.22)
  • CR_AMB_Drop_Build_2 has 43074 / 14.4% zeros
  • CR_AMB_Drop_Build_2 is highly skewed (γ1 = 143.04)
  • CR_AMB_Drop_Build_3 has 43518 / 14.5% zeros
  • CR_AMB_Drop_Build_3 is highly skewed (γ1 = 266.03)
  • CR_AMB_Drop_Build_4 has 42025 / 14.0% zeros
  • CR_AMB_Drop_Build_4 is highly skewed (γ1 = 527.16)
  • CR_AMB_Drop_Build_5 is highly skewed (γ1 = 444.38)
  • CR_AMB_Prev1 is highly correlated with EOP_prev1 (ρ = 0.9832) Rejected
  • CR_AMB_Prev2 is highly correlated with EOP_prev2 (ρ = 0.96515) Rejected
  • CR_AMB_Prev3 is highly correlated with EOP_prev3 (ρ = 0.90963) Rejected
  • CR_AMB_Prev4 is highly correlated with EOP_prev4 (ρ = 0.91434) Rejected
  • CR_AMB_Prev5 is highly correlated with EOP_prev5 (ρ = 0.90897) Rejected
  • CR_AMB_Prev6 is highly correlated with EOP_prev6 (ρ = 0.94232) Rejected
  • CV_Closed_PrevQ1 has 299924 / 100.0% missing values Missing
  • CV_DATE has 299328 / 99.8% missing values Missing
  • CV_PREM_CLOSED_PREVQ1 has 299988 / 100.0% missing values Missing
  • CV_TAG_LIVE has 299328 / 99.8% missing values Missing
  • C_prev1 has 168702 / 56.2% zeros
  • C_prev1 is highly skewed (γ1 = 181.88)
  • C_prev2 has 164787 / 54.9% zeros
  • C_prev2 is highly skewed (γ1 = 212.7)
  • C_prev3 has 163093 / 54.4% zeros
  • C_prev3 is highly skewed (γ1 = 124.27)
  • C_prev4 has 167721 / 55.9% zeros
  • C_prev4 is highly skewed (γ1 = 208.73)
  • C_prev5 has 164524 / 54.8% zeros
  • C_prev5 is highly skewed (γ1 = 208.96)
  • C_prev6 has 165479 / 55.2% zeros
  • C_prev6 is highly skewed (γ1 = 153.61)
  • Charges_PrevQ1 has 176875 / 59.0% zeros
  • Charges_PrevQ1 is highly skewed (γ1 = 50.929)
  • Charges_cnt_PrevQ1 has 179500 / 59.8% missing values Missing
  • Complaint_Logged_PrevQ1 has 297114 / 99.0% missing values Missing
  • Complaint_Resolved_PrevQ1 has 299798 / 99.9% missing values Missing
  • DEMAT_CLOSED_PREV1YR has 297909 / 99.3% missing values Missing
  • DEMAT_TAG_LIVE has 238386 / 79.5% missing values Missing
  • D_prev1 is highly correlated with C_prev1 (ρ = 0.93455) Rejected
  • D_prev2 is highly correlated with C_prev2 (ρ = 0.9167) Rejected
  • D_prev3 has 130305 / 43.4% zeros
  • D_prev3 is highly skewed (γ1 = 175.37)
  • D_prev4 has 141680 / 47.2% zeros
  • D_prev4 is highly skewed (γ1 = 181.08)
  • D_prev5 has 135174 / 45.1% zeros
  • D_prev5 is highly skewed (γ1 = 138.06)
  • D_prev6 has 137487 / 45.8% zeros
  • D_prev6 is highly skewed (γ1 = 217.97)
  • Dmat_Investing_PrevQ1 has 256918 / 85.6% zeros
  • Dmat_Investing_PrevQ1 is highly skewed (γ1 = 270.93)
  • Dmat_Investing_PrevQ2 has 258535 / 86.2% zeros
  • Dmat_Investing_PrevQ2 is highly skewed (γ1 = 218.31)
  • EDU_Closed_PrevQ1 has 300000 / 100.0% missing values Missing
  • EDU_Closed_PrevQ1 has constant value Rejected
  • EDU_DATE has 299989 / 100.0% missing values Missing
  • EDU_PREM_CLOSED_PREVQ1 has 300000 / 100.0% missing values Missing
  • EDU_PREM_CLOSED_PREVQ1 has constant value Rejected
  • EDU_TAG_LIVE has 299989 / 100.0% missing values Missing
  • EMAIL_UNSUBSCRIBE has 286003 / 95.3% missing values Missing
  • EOP_prev1 is highly correlated with BAL_prev1 (ρ = 0.9832) Rejected
  • EOP_prev2 is highly correlated with BAL_prev2 (ρ = 0.96516) Rejected
  • EOP_prev3 is highly correlated with BAL_prev3 (ρ = 0.90963) Rejected
  • EOP_prev4 is highly correlated with BAL_prev4 (ρ = 0.91434) Rejected
  • EOP_prev5 is highly correlated with BAL_prev5 (ρ = 0.909) Rejected
  • EOP_prev6 is highly correlated with BAL_prev6 (ρ = 0.94235) Rejected
  • FD_AMOUNT_BOOK_PrevQ1 has 199633 / 66.5% zeros
  • FD_AMOUNT_BOOK_PrevQ1 is highly skewed (γ1 = 82.179)
  • FD_AMOUNT_BOOK_PrevQ2 has 199325 / 66.4% zeros
  • FD_AMOUNT_BOOK_PrevQ2 is highly skewed (γ1 = 114.43)
  • FD_CLOSED_PREVQ1 has 275748 / 91.9% missing values Missing
  • FD_PREM_CLOSED_PREVQ1 has 290173 / 96.7% missing values Missing
  • FD_TAG_LIVE has 199477 / 66.5% missing values Missing
  • FRX_PrevQ1 has 299939 / 100.0% missing values Missing
  • GL_Closed_PrevQ1 has 299756 / 99.9% missing values Missing
  • GL_DATE has 297821 / 99.3% missing values Missing
  • GL_TAG_LIVE has 297821 / 99.3% missing values Missing
  • HL_TAG_LIVE has 293623 / 97.9% missing values Missing
  • IB_C_prev1 has 292177 / 97.4% zeros
  • IB_C_prev1 is highly skewed (γ1 = 301.12)
  • IB_C_prev2 has 293376 / 97.8% zeros
  • IB_C_prev2 is highly skewed (γ1 = 137.68)
  • IB_C_prev3 has 292672 / 97.6% zeros
  • IB_C_prev3 is highly skewed (γ1 = 141.38)
  • IB_C_prev4 has 293955 / 98.0% zeros
  • IB_C_prev4 is highly skewed (γ1 = 91.784)
  • IB_C_prev5 has 294554 / 98.2% zeros
  • IB_C_prev5 is highly skewed (γ1 = 263.94)
  • IB_C_prev6 has 293224 / 97.7% zeros
  • IB_C_prev6 is highly skewed (γ1 = 187.71)
  • IB_D_prev1 has 245136 / 81.7% zeros
  • IB_D_prev1 is highly skewed (γ1 = 303.71)
  • IB_D_prev2 has 243959 / 81.3% zeros
  • IB_D_prev2 is highly skewed (γ1 = 152.07)
  • IB_D_prev3 has 243435 / 81.1% zeros
  • IB_D_prev3 is highly skewed (γ1 = 255.95)
  • IB_D_prev4 has 249849 / 83.3% zeros
  • IB_D_prev4 is highly skewed (γ1 = 103.71)
  • IB_D_prev5 has 247855 / 82.6% zeros
  • IB_D_prev5 is highly skewed (γ1 = 119.77)
  • IB_D_prev6 has 247012 / 82.3% zeros
  • IB_D_prev6 is highly skewed (γ1 = 121.66)
  • INS_TAG_LIVE has 259575 / 86.5% missing values Missing
  • I_AQB_PrevQ1 is highly correlated with CR_AMB_Prev4 (ρ = 0.90079) Rejected
  • I_AQB_PrevQ2 is highly correlated with CR_AMB_Prev6 (ρ = 0.95413) Rejected
  • I_CNR_PrevQ1 is highly skewed (γ1 = 79.033)
  • I_CNR_PrevQ2 is highly skewed (γ1 = 81.888)
  • I_CR_AQB_PrevQ1 is highly correlated with I_AQB_PrevQ1 (ρ = 1) Rejected
  • I_CR_AQB_PrevQ2 is highly correlated with I_AQB_PrevQ2 (ρ = 0.99998) Rejected
  • I_NRV_PrevQ1 is highly correlated with Dmat_Investing_PrevQ1 (ρ = 0.99497) Rejected
  • I_NRV_PrevQ2 is highly correlated with Dmat_Investing_PrevQ2 (ρ = 0.9938) Rejected
  • LAP_DATE is highly correlated with CE_DATE (ρ = 1) Rejected
  • LAS_DATE has 299999 / 100.0% missing values Missing
  • LAS_TAG_LIVE has 299999 / 100.0% missing values Missing
  • MB_C_prev1 has constant value 0 Rejected
  • MB_C_prev2 has constant value 0 Rejected
  • MB_C_prev3 has constant value 0 Rejected
  • MB_C_prev4 has constant value 0 Rejected
  • MB_C_prev5 has constant value 0 Rejected
  • MB_C_prev6 has constant value 0 Rejected
  • MB_D_prev1 has constant value 0 Rejected
  • MB_D_prev2 has constant value 0 Rejected
  • MB_D_prev3 has constant value 0 Rejected
  • MB_D_prev4 has constant value 0 Rejected
  • MB_D_prev5 has constant value 0 Rejected
  • MB_D_prev6 has constant value 0 Rejected
  • MF_TAG_LIVE has 272500 / 90.8% missing values Missing
  • NO_OF_CHEQUE_BOUNCE_V1 is highly correlated with BRN_CW_Cnt_prev2 (ρ = 1) Rejected
  • NO_OF_COMPLAINTS is highly correlated with BRN_CW_Amt_prev2 (ρ = 1) Rejected
  • NO_OF_FD_BOOK_PrevQ1 has 199633 / 66.5% missing values Missing
  • NO_OF_FD_BOOK_PrevQ2 is highly correlated with NO_OF_FD_BOOK_PrevQ1 (ρ = 0.91777) Rejected
  • NO_OF_RD_BOOK_PrevQ1 has 275370 / 91.8% missing values Missing
  • NO_OF_RD_BOOK_PrevQ1 is highly skewed (γ1 = 68.765)
  • NO_OF_RD_BOOK_PrevQ2 has 270731 / 90.2% missing values Missing
  • NO_OF_RD_BOOK_PrevQ2 is highly skewed (γ1 = 27.079)
  • OTHER_LOANS_Closed_PrevQ1 has 299310 / 99.8% missing values Missing
  • OTHER_LOANS_DATE is highly correlated with LAP_DATE (ρ = 0.99471) Rejected
  • OTHER_LOANS_PREM_CLOSED_PREVQ1 has 299459 / 99.8% missing values Missing
  • OTHER_LOANS_TAG_LIVE has 296724 / 98.9% missing values Missing
  • PL_Closed_PrevQ1 has 299827 / 99.9% missing values Missing
  • PL_DATE has 297413 / 99.1% missing values Missing
  • PL_PREM_CLOSED_PREVQ1 has 299872 / 100.0% missing values Missing
  • PL_TAG_LIVE has 297413 / 99.1% missing values Missing
  • POS_C_prev1 has constant value 0 Rejected
  • POS_C_prev2 has constant value 0 Rejected
  • POS_C_prev3 has constant value 0 Rejected
  • POS_C_prev4 has constant value 0 Rejected
  • POS_C_prev5 has constant value 0 Rejected
  • POS_C_prev6 has constant value 0 Rejected
  • POS_D_prev1 has 256836 / 85.6% zeros
  • POS_D_prev1 is highly skewed (γ1 = 83.551)
  • POS_D_prev2 has 253775 / 84.6% zeros
  • POS_D_prev2 is highly skewed (γ1 = 28.099)
  • POS_D_prev3 has 253851 / 84.6% zeros
  • POS_D_prev3 is highly skewed (γ1 = 23.746)
  • POS_D_prev4 has 255773 / 85.3% zeros
  • POS_D_prev4 is highly skewed (γ1 = 39.205)
  • POS_D_prev5 has 255594 / 85.2% zeros
  • POS_D_prev5 is highly skewed (γ1 = 25.652)
  • POS_D_prev6 has 258896 / 86.3% zeros
  • POS_D_prev6 is highly skewed (γ1 = 24.564)
  • Percent_Change_in_Big_Expenses has 237204 / 79.1% missing values Missing
  • Percent_Change_in_Big_Expenses has 25033 / 8.3% zeros
  • Percent_Change_in_Big_Expenses is highly skewed (γ1 = 177.34)
  • Percent_Change_in_Credits has 96415 / 32.1% missing values Missing
  • Percent_Change_in_Credits has 4594 / 1.5% zeros
  • Percent_Change_in_Credits is highly skewed (γ1 = 297.84)
  • Percent_Change_in_FT_Bank has 288198 / 96.1% missing values Missing
  • Percent_Change_in_FT_Bank has 3466 / 1.2% zeros
  • Percent_Change_in_FT_outside has 154370 / 51.5% missing values Missing
  • Percent_Change_in_FT_outside has 45232 / 15.1% zeros
  • Percent_Change_in_FT_outside is highly skewed (γ1 = 359.26)
  • Percent_Change_in_Self_Txn has 291368 / 97.1% missing values Missing
  • Percent_Change_in_Self_Txn is highly skewed (γ1 = 60.431)
  • Query_Logged_PrevQ1 has 297114 / 99.0% missing values Missing
  • Query_Resolved_PrevQ1 has 298981 / 99.7% missing values Missing
  • RD_AMOUNT_BOOK_PrevQ1 has 275370 / 91.8% zeros
  • RD_AMOUNT_BOOK_PrevQ1 is highly skewed (γ1 = 87.072)
  • RD_AMOUNT_BOOK_PrevQ2 has 270731 / 90.2% zeros
  • RD_AMOUNT_BOOK_PrevQ2 is highly skewed (γ1 = 89.722)
  • RD_CLOSED_PREVQ1 has 289592 / 96.5% missing values Missing
  • RD_PREM_CLOSED_PREVQ1 has 298749 / 99.6% missing values Missing
  • RD_TAG_LIVE has 275370 / 91.8% missing values Missing
  • Recency_of_ATM_TXN has 153682 / 51.2% missing values Missing
  • Recency_of_ATM_TXN has 7687 / 2.6% zeros
  • Recency_of_Activity has 45484 / 15.2% zeros
  • Recency_of_BRANCH_TXN has 18368 / 6.1% missing values Missing
  • Recency_of_BRANCH_TXN has 27115 / 9.0% zeros
  • Recency_of_CR_TXN is highly correlated with EDU_DATE (ρ = 0.93365) Rejected
  • Recency_of_DR_TXN has 23252 / 7.8% missing values Missing
  • Recency_of_DR_TXN has 36775 / 12.3% zeros
  • Recency_of_IB_TXN has 135988 / 45.3% missing values Missing
  • Recency_of_IB_TXN has 17600 / 5.9% zeros
  • Recency_of_MB_TXN has 259577 / 86.5% missing values Missing
  • Recency_of_POS_TXN has 196945 / 65.6% missing values Missing
  • Recency_of_POS_TXN has 5038 / 1.7% zeros
  • Req_Logged_PrevQ1 has 297114 / 99.0% missing values Missing
  • Req_Resolved_PrevQ1 has 298218 / 99.4% missing values Missing
  • SEC_ACC_CLOSED_PREV1YR has 297601 / 99.2% missing values Missing
  • SEC_ACC_TAG_LIVE has 243394 / 81.1% missing values Missing
  • TL_Closed_PrevQ1 has 299999 / 100.0% missing values Missing
  • TL_DATE is highly correlated with count_No_of_MF_PrevQ1 (ρ = 0.9759) Rejected
  • TL_PREM_CLOSED_PREVQ1 has 300000 / 100.0% missing values Missing
  • TL_PREM_CLOSED_PREVQ1 has constant value Rejected
  • TL_TAG_LIVE has 299955 / 100.0% missing values Missing
  • TWL_Closed_PrevQ1 has 299879 / 100.0% missing values Missing
  • TWL_DATE has 298738 / 99.6% missing values Missing
  • TWL_PREM_CLOSED_PREVQ1 has 299982 / 100.0% missing values Missing
  • TWL_TAG_LIVE has 298738 / 99.6% missing values Missing
  • Total_Invest_in_MF_PrevQ1 has 272500 / 90.8% zeros
  • Total_Invest_in_MF_PrevQ1 is highly skewed (γ1 = 125.32)
  • Total_Invest_in_MF_PrevQ2 is highly correlated with Total_Invest_in_MF_PrevQ1 (ρ = 0.99776) Rejected
  • city has 5701 / 1.9% missing values Missing
  • city has a high cardinality: 4172 distinct values Warning
  • count_C_prev1 has 168677 / 56.2% zeros
  • count_C_prev1 is highly skewed (γ1 = 206.79)
  • count_C_prev2 has 164768 / 54.9% zeros
  • count_C_prev2 is highly skewed (γ1 = 401.57)
  • count_C_prev3 is highly correlated with BRN_CASH_Dep_Cnt_prev2 (ρ = 0.9377) Rejected
  • count_C_prev4 is highly correlated with BRN_CASH_Dep_Cnt_prev3 (ρ = 0.98917) Rejected
  • count_C_prev5 has 164506 / 54.8% zeros
  • count_C_prev5 is highly skewed (γ1 = 156.82)
  • count_C_prev6 has 165464 / 55.2% zeros
  • count_C_prev6 is highly skewed (γ1 = 213.71)
  • count_D_prev1 has 110449 / 36.8% zeros
  • count_D_prev1 is highly skewed (γ1 = 94.353)
  • count_D_prev2 has 109514 / 36.5% zeros
  • count_D_prev2 is highly skewed (γ1 = 116.47)
  • count_D_prev3 has 111317 / 37.1% zeros
  • count_D_prev3 is highly skewed (γ1 = 208.94)
  • count_D_prev4 is highly correlated with custinit_DR_cnt_prev3 (ρ = 0.90913) Rejected
  • count_D_prev5 has 114236 / 38.1% zeros
  • count_D_prev5 is highly skewed (γ1 = 403.28)
  • count_D_prev6 is highly correlated with custinit_DR_cnt_prev5 (ρ = 0.95252) Rejected
  • count_No_of_MF_PrevQ1 has 272500 / 90.8% missing values Missing
  • count_No_of_MF_PrevQ2 is highly correlated with count_No_of_MF_PrevQ1 (ρ = 0.99324) Rejected
  • custinit_CR_amt_prev1 has 215340 / 71.8% missing values Missing
  • custinit_CR_amt_prev1 is highly skewed (γ1 = 37.484)
  • custinit_CR_amt_prev2 has 212630 / 70.9% missing values Missing
  • custinit_CR_amt_prev2 is highly skewed (γ1 = 60.596)
  • custinit_CR_amt_prev3 has 210311 / 70.1% missing values Missing
  • custinit_CR_amt_prev3 is highly skewed (γ1 = 66.924)
  • custinit_CR_amt_prev4 has 214102 / 71.4% missing values Missing
  • custinit_CR_amt_prev4 is highly skewed (γ1 = 42.678)
  • custinit_CR_amt_prev5 has 210710 / 70.2% missing values Missing
  • custinit_CR_amt_prev5 is highly skewed (γ1 = 45.212)
  • custinit_CR_amt_prev6 has 211491 / 70.5% missing values Missing
  • custinit_CR_amt_prev6 is highly skewed (γ1 = 64.072)
  • custinit_CR_cnt_prev1 is highly correlated with COUNT_BRANCH_C_prev1 (ρ = 0.90176) Rejected
  • custinit_CR_cnt_prev2 is highly correlated with COUNT_BRANCH_D_prev2 (ρ = 0.92149) Rejected
  • custinit_CR_cnt_prev3 is highly correlated with COUNT_BRANCH_C_prev3 (ρ = 0.99328) Rejected
  • custinit_CR_cnt_prev4 is highly correlated with COUNT_BRANCH_C_prev4 (ρ = 0.99819) Rejected
  • custinit_CR_cnt_prev5 is highly correlated with COUNT_BRANCH_C_prev5 (ρ = 0.96464) Rejected
  • custinit_CR_cnt_prev6 is highly correlated with COUNT_BRANCH_C_prev6 (ρ = 0.9767) Rejected
  • custinit_DR_amt_prev1 is highly correlated with BRANCH_D_prev1 (ρ = 0.92153) Rejected
  • custinit_DR_amt_prev2 is highly correlated with BRANCH_D_prev2 (ρ = 0.96913) Rejected
  • custinit_DR_amt_prev3 is highly correlated with BRANCH_D_prev3 (ρ = 0.93789) Rejected
  • custinit_DR_amt_prev4 is highly correlated with BRANCH_D_prev4 (ρ = 0.95449) Rejected
  • custinit_DR_amt_prev5 has 119421 / 39.8% missing values Missing
  • custinit_DR_amt_prev5 has 22537 / 7.5% zeros
  • custinit_DR_amt_prev5 is highly skewed (γ1 = 122.71)
  • custinit_DR_amt_prev6 is highly correlated with BRANCH_D_prev6 (ρ = 0.9201) Rejected
  • custinit_DR_cnt_prev1 is highly correlated with count_D_prev1 (ρ = 0.98768) Rejected
  • custinit_DR_cnt_prev2 is highly correlated with count_D_prev2 (ρ = 0.99037) Rejected
  • custinit_DR_cnt_prev3 is highly correlated with count_D_prev3 (ρ = 0.99523) Rejected
  • custinit_DR_cnt_prev4 is highly correlated with COUNT_BRANCH_D_prev4 (ρ = 0.94344) Rejected
  • custinit_DR_cnt_prev5 is highly correlated with COUNT_BRANCH_D_prev5 (ρ = 0.9608) Rejected
  • custinit_DR_cnt_prev6 is highly correlated with COUNT_BRANCH_D_prev6 (ρ = 0.98296) Rejected
  • dependents has 26382 / 8.8% missing values Missing
  • dependents has 226620 / 75.5% zeros
  • lap_tag_live has 299242 / 99.7% missing values Missing
  • zip has a high cardinality: 11530 distinct values Warning
  • Dataset has 5 duplicate rows Warning

Variables

AGRI_Closed_PrevQ1
Numeric

Distinct count 2
Unique (%) 10.5%
Missing (%) 100.0%
Missing (n) 299981
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 19
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 19 0.0%
 
(Missing) 299981 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 19 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 19 0.0%
 

AGRI_DATE
Numeric

Distinct count 3
Unique (%) 15.0%
Missing (%) 100.0%
Missing (n) 299980
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.5
Minimum 1
Maximum 2
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1.5
Q3 2
95-th percentile 2
Maximum 2
Range 1
Interquartile range 1

Descriptive statistics

Standard deviation 0.51299
Coef of variation 0.34199
Kurtosis -2.2353
Mean 1.5
MAD 0.5
Skewness 0
Sum 30
Variance 0.26316
Memory size 2.3 MiB
Value Count Frequency (%)  
2.0 10 0.0%
 
1.0 10 0.0%
 
(Missing) 299980 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 10 0.0%
 
2.0 10 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 10 0.0%
 
2.0 10 0.0%
 

AGRI_PREM_CLOSED_PREVQ1
Numeric

Distinct count 2
Unique (%) 10.5%
Missing (%) 100.0%
Missing (n) 299981
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 19
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 19 0.0%
 
(Missing) 299981 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 19 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 19 0.0%
 

AGRI_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 10.0%
Missing (%) 100.0%
Missing (n) 299980
Y
 
20
(Missing)
299980
Value Count Frequency (%)  
Y 20 0.0%
 
(Missing) 299980 100.0%
 

AL_CNC_Closed_PrevQ1
Numeric

Distinct count 2
Unique (%) 1.6%
Missing (%) 100.0%
Missing (n) 299871
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 129
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 129 0.0%
 
(Missing) 299871 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 129 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 129 0.0%
 

AL_CNC_DATE
Numeric

Distinct count 3
Unique (%) 0.2%
Missing (%) 99.4%
Missing (n) 298286
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.7596
Minimum 1
Maximum 2
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 2
Median 2
Q3 2
95-th percentile 2
Maximum 2
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.42743
Coef of variation 0.24291
Kurtosis -0.52139
Mean 1.7596
MAD 0.36519
Skewness -1.2162
Sum 3016
Variance 0.1827
Memory size 2.3 MiB
Value Count Frequency (%)  
2.0 1302 0.4%
 
1.0 412 0.1%
 
(Missing) 298286 99.4%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 412 0.1%
 
2.0 1302 0.4%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 412 0.1%
 
2.0 1302 0.4%
 

AL_CNC_PREM_CLOSED_PREVQ1
Numeric

Distinct count 2
Unique (%) 2.3%
Missing (%) 100.0%
Missing (n) 299914
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 86
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 86 0.0%
 
(Missing) 299914 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 86 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 86 0.0%
 

AL_CNC_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 0.1%
Missing (%) 99.4%
Missing (n) 298286
Y
 
1714
(Missing)
298286
Value Count Frequency (%)  
Y 1714 0.6%
 
(Missing) 298286 99.4%
 

AL_Closed_PrevQ1
Numeric

Distinct count 2
Unique (%) 0.2%
Missing (%) 99.6%
Missing (n) 298930
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 1070
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 1070 0.4%
 
(Missing) 298930 99.6%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 1070 0.4%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 1070 0.4%
 

AL_DATE
Numeric

Distinct count 1478
Unique (%) 10.0%
Missing (%) 95.1%
Missing (n) 285215
Infinite (%) 0.0%
Infinite (n) 0
Mean 19889
Minimum 18287
Maximum 20511
Zeros (%) 0.0%

Quantile statistics

Minimum 18287
5-th percentile 19052
Q1 19594
Median 19960
Q3 20254
95-th percentile 20457
Maximum 20511
Range 2224
Interquartile range 660

Descriptive statistics

Standard deviation 435.88
Coef of variation 0.021916
Kurtosis -0.36614
Mean 19889
MAD 359.75
Skewness -0.62417
Sum 294060000
Variance 189990
Memory size 2.3 MiB
Value Count Frequency (%)  
20392.0 69 0.0%
 
20453.0 63 0.0%
 
20178.0 61 0.0%
 
20088.0 58 0.0%
 
20208.0 53 0.0%
 
20017.0 53 0.0%
 
20361.0 52 0.0%
 
19570.0 50 0.0%
 
19447.0 50 0.0%
 
20422.0 50 0.0%
 
Other values (1467) 14226 4.7%
 
(Missing) 285215 95.1%
 

Minimum 5 values

Value Count Frequency (%)  
18287.0 1 0.0%
 
18679.0 2 0.0%
 
18682.0 1 0.0%
 
18683.0 1 0.0%
 
18684.0 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
20507.0 15 0.0%
 
20508.0 15 0.0%
 
20509.0 14 0.0%
 
20510.0 15 0.0%
 
20511.0 16 0.0%
 

AL_PREM_CLOSED_PREVQ1
Numeric

Distinct count 2
Unique (%) 0.5%
Missing (%) 99.9%
Missing (n) 299631
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 369
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 369 0.1%
 
(Missing) 299631 99.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 369 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 369 0.1%
 

AL_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 0.0%
Missing (%) 95.1%
Missing (n) 285215
Y
 
14785
(Missing)
285215
Value Count Frequency (%)  
Y 14785 4.9%
 
(Missing) 285215 95.1%
 

ATM_CW_Amt_prev1
Highly correlated

This variable is highly correlated with ATM_amt_prev1 and should be ignored for analysis

Correlation 0.9907

ATM_CW_Amt_prev2
Highly correlated

This variable is highly correlated with ATM_amt_prev2 and should be ignored for analysis

Correlation 0.9903

ATM_CW_Amt_prev3
Highly correlated

This variable is highly correlated with ATM_amt_prev3 and should be ignored for analysis

Correlation 0.99144

ATM_CW_Amt_prev4
Highly correlated

This variable is highly correlated with ATM_amt_prev4 and should be ignored for analysis

Correlation 0.99154

ATM_CW_Amt_prev5
Highly correlated

This variable is highly correlated with ATM_amt_prev5 and should be ignored for analysis

Correlation 0.9909

ATM_CW_Amt_prev6
Highly correlated

This variable is highly correlated with ATM_amt_prev6 and should be ignored for analysis

Correlation 0.98847

ATM_CW_Cnt_prev1
Highly correlated

This variable is highly correlated with COUNT_ATM_D_prev1 and should be ignored for analysis

Correlation 0.99908

ATM_CW_Cnt_prev2
Highly correlated

This variable is highly correlated with COUNT_ATM_D_prev2 and should be ignored for analysis

Correlation 0.9991

ATM_CW_Cnt_prev3
Highly correlated

This variable is highly correlated with COUNT_ATM_D_prev3 and should be ignored for analysis

Correlation 0.99903

ATM_CW_Cnt_prev4
Highly correlated

This variable is highly correlated with COUNT_ATM_D_prev4 and should be ignored for analysis

Correlation 0.999

ATM_CW_Cnt_prev5
Highly correlated

This variable is highly correlated with COUNT_ATM_D_prev5 and should be ignored for analysis

Correlation 0.9988

ATM_CW_Cnt_prev6
Highly correlated

This variable is highly correlated with COUNT_ATM_D_prev6 and should be ignored for analysis

Correlation 0.99877

ATM_C_prev1
Constant

This variable is constant and should be ignored for analysis

Constant value 0

ATM_C_prev2
Constant

This variable is constant and should be ignored for analysis

Constant value 0

ATM_C_prev3
Constant

This variable is constant and should be ignored for analysis

Constant value 0

ATM_C_prev4
Constant

This variable is constant and should be ignored for analysis

Constant value 0

ATM_C_prev5
Constant

This variable is constant and should be ignored for analysis

Constant value 0

ATM_C_prev6
Constant

This variable is constant and should be ignored for analysis

Constant value 0

ATM_D_prev1
Numeric

Distinct count 3762
Unique (%) 1.3%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 8740.6
Minimum 0
Maximum 2519000
Zeros (%) 78.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 50000
Maximum 2519000
Range 2519000
Interquartile range 0

Descriptive statistics

Standard deviation 34885
Coef of variation 3.9911
Kurtosis 349.81
Mean 8740.6
MAD 14108
Skewness 12.55
Sum 2622200000
Variance 1216900000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 234160 78.1%
 
10000.0 5675 1.9%
 
20000.0 4855 1.6%
 
5000.0 3504 1.2%
 
15000.0 2598 0.9%
 
30000.0 2242 0.7%
 
40000.0 2087 0.7%
 
25000.0 1953 0.7%
 
50000.0 1407 0.5%
 
2000.0 1318 0.4%
 
Other values (3752) 40201 13.4%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 234160 78.1%
 
2.0 1 0.0%
 
9.0 1 0.0%
 
20.0 1 0.0%
 
70.0 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1480000.0 1 0.0%
 
1530000.0 1 0.0%
 
1954000.0 1 0.0%
 
2155500.0 1 0.0%
 
2519000.0 1 0.0%
 

ATM_D_prev2
Numeric

Distinct count 3954
Unique (%) 1.3%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 9058.2
Minimum 0
Maximum 3127100
Zeros (%) 77.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 50000
Maximum 3127100
Range 3127100
Interquartile range 0

Descriptive statistics

Standard deviation 36824
Coef of variation 4.0653
Kurtosis 630.41
Mean 9058.2
MAD 14563
Skewness 16.037
Sum 2717500000
Variance 1356000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 232849 77.6%
 
10000.0 5650 1.9%
 
20000.0 4686 1.6%
 
5000.0 3576 1.2%
 
15000.0 2590 0.9%
 
30000.0 2296 0.8%
 
40000.0 2041 0.7%
 
25000.0 1989 0.7%
 
50000.0 1419 0.5%
 
2000.0 1308 0.4%
 
Other values (3944) 41596 13.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 232849 77.6%
 
60.0 1 0.0%
 
100.0 237 0.1%
 
155.0 1 0.0%
 
160.0 2 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1869000.0 1 0.0%
 
2165200.0 1 0.0%
 
2350000.0 1 0.0%
 
2670000.0 1 0.0%
 
3127145.46 1 0.0%
 

ATM_D_prev3
Numeric

Distinct count 4052
Unique (%) 1.4%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 9151.3
Minimum 0
Maximum 2226000
Zeros (%) 77.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 50000
Maximum 2226000
Range 2226000
Interquartile range 0

Descriptive statistics

Standard deviation 37101
Coef of variation 4.0542
Kurtosis 383.7
Mean 9151.3
MAD 14705
Skewness 13.745
Sum 2745400000
Variance 1376500000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 232742 77.6%
 
10000.0 5752 1.9%
 
20000.0 4768 1.6%
 
5000.0 3604 1.2%
 
15000.0 2594 0.9%
 
30000.0 2289 0.8%
 
40000.0 2056 0.7%
 
25000.0 1949 0.6%
 
50000.0 1424 0.5%
 
2000.0 1333 0.4%
 
Other values (4042) 41489 13.8%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 232742 77.6%
 
9.41 1 0.0%
 
50.0 1 0.0%
 
60.0 1 0.0%
 
93.09 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1844500.0 1 0.0%
 
1846000.0 1 0.0%
 
2036000.0 1 0.0%
 
2049000.0 1 0.0%
 
2226000.0 1 0.0%
 

ATM_D_prev4
Numeric

Distinct count 3769
Unique (%) 1.3%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 8370.9
Minimum 0
Maximum 2372000
Zeros (%) 78.4%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 48000
Maximum 2372000
Range 2372000
Interquartile range 0

Descriptive statistics

Standard deviation 33500
Coef of variation 4.0019
Kurtosis 425.01
Mean 8370.9
MAD 13540
Skewness 13.895
Sum 2511300000
Variance 1122200000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 235057 78.4%
 
10000.0 5565 1.9%
 
20000.0 4542 1.5%
 
5000.0 3384 1.1%
 
15000.0 2528 0.8%
 
30000.0 2198 0.7%
 
25000.0 1986 0.7%
 
40000.0 1960 0.7%
 
50000.0 1367 0.5%
 
2000.0 1273 0.4%
 
Other values (3759) 40140 13.4%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 235057 78.4%
 
5.0 1 0.0%
 
8.01 1 0.0%
 
14.0 1 0.0%
 
55.5 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1604000.0 1 0.0%
 
1810000.0 1 0.0%
 
2000000.0 1 0.0%
 
2010000.0 1 0.0%
 
2372000.0 1 0.0%
 

ATM_D_prev5
Numeric

Distinct count 4041
Unique (%) 1.3%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 8406.6
Minimum 0
Maximum 3700000
Zeros (%) 78.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 47700
Maximum 3700000
Range 3700000
Interquartile range 0

Descriptive statistics

Standard deviation 34248
Coef of variation 4.0739
Kurtosis 742.49
Mean 8406.6
MAD 13567
Skewness 16.125
Sum 2522000000
Variance 1172900000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 234054 78.0%
 
10000.0 5561 1.9%
 
20000.0 4445 1.5%
 
5000.0 3629 1.2%
 
15000.0 2546 0.8%
 
30000.0 2126 0.7%
 
25000.0 1989 0.7%
 
40000.0 1876 0.6%
 
2000.0 1348 0.4%
 
50000.0 1325 0.4%
 
Other values (4031) 41101 13.7%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 234054 78.0%
 
1.0 1 0.0%
 
3.4 1 0.0%
 
50.0 1 0.0%
 
56.0 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1487000.0 1 0.0%
 
1505200.0 1 0.0%
 
1829000.0 1 0.0%
 
1998000.0 1 0.0%
 
3700000.0 1 0.0%
 

ATM_D_prev6
Numeric

Distinct count 3854
Unique (%) 1.3%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 7653.3
Minimum 0
Maximum 2104000
Zeros (%) 79.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 42500
Maximum 2104000
Range 2104000
Interquartile range 0

Descriptive statistics

Standard deviation 31941
Coef of variation 4.1734
Kurtosis 406.27
Mean 7653.3
MAD 12488
Skewness 13.958
Sum 2296000000
Variance 1020200000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 237336 79.1%
 
10000.0 5386 1.8%
 
20000.0 4260 1.4%
 
5000.0 3445 1.1%
 
15000.0 2562 0.9%
 
30000.0 2080 0.7%
 
25000.0 1827 0.6%
 
40000.0 1793 0.6%
 
2000.0 1349 0.4%
 
50000.0 1236 0.4%
 
Other values (3844) 38726 12.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 237336 79.1%
 
5.0 1 0.0%
 
10.0 1 0.0%
 
100.0 226 0.1%
 
101.0 2 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1540837.6 1 0.0%
 
1700000.0 1 0.0%
 
1798500.0 1 0.0%
 
1940000.0 1 0.0%
 
2104000.0 1 0.0%
 

ATM_amt_prev1
Highly correlated

This variable is highly correlated with ATM_D_prev1 and should be ignored for analysis

Correlation 1

ATM_amt_prev2
Highly correlated

This variable is highly correlated with ATM_D_prev2 and should be ignored for analysis

Correlation 1

ATM_amt_prev3
Highly correlated

This variable is highly correlated with ATM_D_prev3 and should be ignored for analysis

Correlation 1

ATM_amt_prev4
Highly correlated

This variable is highly correlated with ATM_D_prev4 and should be ignored for analysis

Correlation 1

ATM_amt_prev5
Highly correlated

This variable is highly correlated with ATM_D_prev5 and should be ignored for analysis

Correlation 1

ATM_amt_prev6
Highly correlated

This variable is highly correlated with ATM_D_prev6 and should be ignored for analysis

Correlation 1

BAL_prev1
Numeric

Distinct count 298538
Unique (%) 99.5%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 537970
Minimum -1662400
Maximum 1415100000
Zeros (%) 0.0%

Quantile statistics

Minimum -1662400
5-th percentile 63872
Q1 139300
Median 241200
Q3 469500
95-th percentile 1506300
Maximum 1415100000
Range 1416800000
Interquartile range 330200

Descriptive statistics

Standard deviation 4938600
Coef of variation 9.1801
Kurtosis 42769
Mean 537970
MAD 502100
Skewness 183.94
Sum 161390000000
Variance 24390000000000
Memory size 2.3 MiB
Value Count Frequency (%)  
100000.0 362 0.1%
 
0.0 44 0.0%
 
120000.0 9 0.0%
 
200000.0 7 0.0%
 
110000.0 6 0.0%
 
300000.0 6 0.0%
 
112413.79 5 0.0%
 
150000.0 5 0.0%
 
10000.0 4 0.0%
 
600000.0 4 0.0%
 
Other values (298528) 299548 99.8%
 

Minimum 5 values

Value Count Frequency (%)  
-1662377.96 1 0.0%
 
-1157875.45 1 0.0%
 
-1065402.84 1 0.0%
 
-727540.85 1 0.0%
 
-639117.56 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
713758995.9 1 0.0%
 
816872163.5 1 0.0%
 
1061522130.0 1 0.0%
 
1119108050.0 1 0.0%
 
1415115066.0 1 0.0%
 

BAL_prev2
Highly correlated

This variable is highly correlated with CR_AMB_Prev1 and should be ignored for analysis

Correlation 0.95884

BAL_prev3
Highly correlated

This variable is highly correlated with CR_AMB_Prev2 and should be ignored for analysis

Correlation 0.91028

BAL_prev4
Highly correlated

This variable is highly correlated with CR_AMB_Prev3 and should be ignored for analysis

Correlation 0.94189

BAL_prev5
Highly correlated

This variable is highly correlated with CR_AMB_Prev4 and should be ignored for analysis

Correlation 0.95827

BAL_prev6
Highly correlated

This variable is highly correlated with CR_AMB_Prev5 and should be ignored for analysis

Correlation 0.90475

BL_Closed_PrevQ1
Numeric

Distinct count 2
Unique (%) 1.0%
Missing (%) 99.9%
Missing (n) 299804
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 196
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 196 0.1%
 
(Missing) 299804 99.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 196 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 196 0.1%
 

BL_DATE
Numeric

Distinct count 3
Unique (%) 0.1%
Missing (%) 99.3%
Missing (n) 297866
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.6898
Minimum 1
Maximum 2
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 2
Q3 2
95-th percentile 2
Maximum 2
Range 1
Interquartile range 1

Descriptive statistics

Standard deviation 0.46269
Coef of variation 0.27382
Kurtosis -1.327
Mean 1.6898
MAD 0.42796
Skewness -0.82112
Sum 3606
Variance 0.21408
Memory size 2.3 MiB
Value Count Frequency (%)  
2.0 1472 0.5%
 
1.0 662 0.2%
 
(Missing) 297866 99.3%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 662 0.2%
 
2.0 1472 0.5%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 662 0.2%
 
2.0 1472 0.5%
 

BL_PREM_CLOSED_PREVQ1
Numeric

Distinct count 2
Unique (%) 1.4%
Missing (%) 100.0%
Missing (n) 299856
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 144
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 144 0.0%
 
(Missing) 299856 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 144 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 144 0.0%
 

BL_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 0.1%
Missing (%) 99.3%
Missing (n) 297866
Y
 
2134
(Missing)
297866
Value Count Frequency (%)  
Y 2134 0.7%
 
(Missing) 297866 99.3%
 

BRANCH_C_prev1
Highly correlated

This variable is highly correlated with D_prev1 and should be ignored for analysis

Correlation 0.94217

BRANCH_C_prev2
Highly correlated

This variable is highly correlated with D_prev2 and should be ignored for analysis

Correlation 0.92631

BRANCH_C_prev3
Highly correlated

This variable is highly correlated with C_prev3 and should be ignored for analysis

Correlation 0.99534

BRANCH_C_prev4
Highly correlated

This variable is highly correlated with C_prev4 and should be ignored for analysis

Correlation 0.99842

BRANCH_C_prev5
Highly correlated

This variable is highly correlated with C_prev5 and should be ignored for analysis

Correlation 0.98559

BRANCH_C_prev6
Highly correlated

This variable is highly correlated with C_prev6 and should be ignored for analysis

Correlation 0.98628

BRANCH_D_prev1
Highly correlated

This variable is highly correlated with BRANCH_C_prev1 and should be ignored for analysis

Correlation 0.92458

BRANCH_D_prev2
Highly correlated

This variable is highly correlated with BRANCH_C_prev2 and should be ignored for analysis

Correlation 0.92833

BRANCH_D_prev3
Highly correlated

This variable is highly correlated with D_prev3 and should be ignored for analysis

Correlation 0.98489

BRANCH_D_prev4
Highly correlated

This variable is highly correlated with D_prev4 and should be ignored for analysis

Correlation 0.99519

BRANCH_D_prev5
Highly correlated

This variable is highly correlated with D_prev5 and should be ignored for analysis

Correlation 0.9891

BRANCH_D_prev6
Highly correlated

This variable is highly correlated with D_prev6 and should be ignored for analysis

Correlation 0.98505

BRN_CASH_Dep_Amt_prev1
Numeric

Distinct count 3077
Unique (%) 9.2%
Missing (%) 88.8%
Missing (n) 266388
Infinite (%) 0.0%
Infinite (n) 0
Mean 125910
Minimum 0
Maximum 109940000
Zeros (%) 0.0%

Quantile statistics

Minimum 0
5-th percentile 4000
Q1 19000
Median 45000
Q3 100000
95-th percentile 425000
Maximum 109940000
Range 109940000
Interquartile range 81000

Descriptive statistics

Standard deviation 1068100
Coef of variation 8.4829
Kurtosis 6185
Mean 125910
MAD 138510
Skewness 72.546
Sum 4232100000
Variance 1140800000000
Memory size 2.3 MiB
Value Count Frequency (%)  
20000.0 1657 0.6%
 
50000.0 1570 0.5%
 
10000.0 1557 0.5%
 
100000.0 1466 0.5%
 
40000.0 1331 0.4%
 
30000.0 1208 0.4%
 
25000.0 1032 0.3%
 
45000.0 971 0.3%
 
15000.0 887 0.3%
 
5000.0 742 0.2%
 
Other values (3066) 21191 7.1%
 
(Missing) 266388 88.8%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 24 0.0%
 
1.0 1 0.0%
 
10.0 2 0.0%
 
49.0 1 0.0%
 
50.0 4 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
52682718.0 1 0.0%
 
56442837.0 1 0.0%
 
79423663.0 1 0.0%
 
90088649.0 1 0.0%
 
109937134.0 1 0.0%
 

BRN_CASH_Dep_Amt_prev2
Highly correlated

This variable is highly correlated with BRN_CASH_Dep_Amt_prev1 and should be ignored for analysis

Correlation 0.93553

BRN_CASH_Dep_Amt_prev3
Highly correlated

This variable is highly correlated with BRN_CASH_Dep_Amt_prev2 and should be ignored for analysis

Correlation 0.97369

BRN_CASH_Dep_Amt_prev4
Highly correlated

This variable is highly correlated with BRN_CASH_Dep_Amt_prev3 and should be ignored for analysis

Correlation 0.93589

BRN_CASH_Dep_Amt_prev5
Highly correlated

This variable is highly correlated with BRN_CASH_Dep_Amt_prev4 and should be ignored for analysis

Correlation 0.93848

BRN_CASH_Dep_Amt_prev6
Highly correlated

This variable is highly correlated with BRN_CASH_Dep_Amt_prev5 and should be ignored for analysis

Correlation 0.95305

BRN_CASH_Dep_Cnt_prev1
Numeric

Distinct count 50
Unique (%) 0.1%
Missing (%) 88.8%
Missing (n) 266388
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.7452
Minimum 1
Maximum 2104
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 2
95-th percentile 4
Maximum 2104
Range 2103
Interquartile range 1

Descriptive statistics

Standard deviation 11.734
Coef of variation 6.7235
Kurtosis 30660
Mean 1.7452
MAD 1.0178
Skewness 171.4
Sum 58660
Variance 137.68
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 22953 7.7%
 
2.0 6142 2.0%
 
3.0 2287 0.8%
 
4.0 1009 0.3%
 
5.0 466 0.2%
 
6.0 260 0.1%
 
7.0 163 0.1%
 
8.0 71 0.0%
 
9.0 46 0.0%
 
10.0 35 0.0%
 
Other values (39) 180 0.1%
 
(Missing) 266388 88.8%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 22953 7.7%
 
2.0 6142 2.0%
 
3.0 2287 0.8%
 
4.0 1009 0.3%
 
5.0 466 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
113.0 1 0.0%
 
122.0 1 0.0%
 
148.0 1 0.0%
 
187.0 1 0.0%
 
2104.0 1 0.0%
 

BRN_CASH_Dep_Cnt_prev2
Highly correlated

This variable is highly correlated with custinit_CR_cnt_prev2 and should be ignored for analysis

Correlation 0.98223

BRN_CASH_Dep_Cnt_prev3
Highly correlated

This variable is highly correlated with custinit_CR_cnt_prev3 and should be ignored for analysis

Correlation 0.98234

BRN_CASH_Dep_Cnt_prev4
Highly correlated

This variable is highly correlated with custinit_CR_cnt_prev4 and should be ignored for analysis

Correlation 0.99414

BRN_CASH_Dep_Cnt_prev5
Numeric

Distinct count 50
Unique (%) 0.1%
Missing (%) 88.3%
Missing (n) 264854
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.7041
Minimum 1
Maximum 770
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 2
95-th percentile 4
Maximum 770
Range 769
Interquartile range 1

Descriptive statistics

Standard deviation 6.4851
Coef of variation 3.8056
Kurtosis 10693
Mean 1.7041
MAD 0.96212
Skewness 96.2
Sum 59893
Variance 42.057
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 24012 8.0%
 
2.0 6658 2.2%
 
3.0 2315 0.8%
 
4.0 963 0.3%
 
5.0 498 0.2%
 
6.0 256 0.1%
 
7.0 132 0.0%
 
8.0 76 0.0%
 
9.0 50 0.0%
 
10.0 29 0.0%
 
Other values (39) 157 0.1%
 
(Missing) 264854 88.3%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 24012 8.0%
 
2.0 6658 2.2%
 
3.0 2315 0.8%
 
4.0 963 0.3%
 
5.0 498 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
155.0 1 0.0%
 
193.0 1 0.0%
 
369.0 1 0.0%
 
739.0 1 0.0%
 
770.0 1 0.0%
 

BRN_CASH_Dep_Cnt_prev6
Numeric

Distinct count 52
Unique (%) 0.1%
Missing (%) 88.0%
Missing (n) 263856
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.6411
Minimum 1
Maximum 241
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 2
95-th percentile 4
Maximum 241
Range 240
Interquartile range 1

Descriptive statistics

Standard deviation 2.4776
Coef of variation 1.5098
Kurtosis 3073.9
Mean 1.6411
MAD 0.88197
Skewness 41.167
Sum 59315
Variance 6.1387
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 24863 8.3%
 
2.0 6743 2.2%
 
3.0 2394 0.8%
 
4.0 986 0.3%
 
5.0 474 0.2%
 
6.0 252 0.1%
 
7.0 107 0.0%
 
8.0 80 0.0%
 
10.0 46 0.0%
 
9.0 39 0.0%
 
Other values (41) 160 0.1%
 
(Missing) 263856 88.0%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 24863 8.3%
 
2.0 6743 2.2%
 
3.0 2394 0.8%
 
4.0 986 0.3%
 
5.0 474 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
99.0 1 0.0%
 
100.0 1 0.0%
 
106.0 1 0.0%
 
149.0 1 0.0%
 
241.0 1 0.0%
 

BRN_CW_Amt_prev1
Numeric

Distinct count 10
Unique (%) 3.4%
Missing (%) 99.9%
Missing (n) 299708
Infinite (%) 0.0%
Infinite (n) 0
Mean 2.6712
Minimum 1
Maximum 9
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 2
Q3 4
95-th percentile 7
Maximum 9
Range 8
Interquartile range 3

Descriptive statistics

Standard deviation 2.0378
Coef of variation 0.76288
Kurtosis 0.49543
Mean 2.6712
MAD 1.6591
Skewness 1.2423
Sum 780
Variance 4.1527
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 110 0.0%
 
2.0 87 0.0%
 
5.0 33 0.0%
 
3.0 19 0.0%
 
7.0 15 0.0%
 
6.0 11 0.0%
 
4.0 9 0.0%
 
8.0 5 0.0%
 
9.0 3 0.0%
 
(Missing) 299708 99.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 110 0.0%
 
2.0 87 0.0%
 
3.0 19 0.0%
 
4.0 9 0.0%
 
5.0 33 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
5.0 33 0.0%
 
6.0 11 0.0%
 
7.0 15 0.0%
 
8.0 5 0.0%
 
9.0 3 0.0%
 

BRN_CW_Amt_prev2
Numeric

Distinct count 10
Unique (%) 3.5%
Missing (%) 99.9%
Missing (n) 299718
Infinite (%) 0.0%
Infinite (n) 0
Mean 2.7021
Minimum 1
Maximum 9
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 2
Q3 4
95-th percentile 6
Maximum 9
Range 8
Interquartile range 3

Descriptive statistics

Standard deviation 1.8684
Coef of variation 0.69147
Kurtosis 0.51429
Mean 2.7021
MAD 1.5686
Skewness 1.066
Sum 762
Variance 3.491
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 99 0.0%
 
2.0 75 0.0%
 
5.0 49 0.0%
 
3.0 24 0.0%
 
4.0 16 0.0%
 
6.0 10 0.0%
 
7.0 4 0.0%
 
9.0 4 0.0%
 
8.0 1 0.0%
 
(Missing) 299718 99.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 99 0.0%
 
2.0 75 0.0%
 
3.0 24 0.0%
 
4.0 16 0.0%
 
5.0 49 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
5.0 49 0.0%
 
6.0 10 0.0%
 
7.0 4 0.0%
 
8.0 1 0.0%
 
9.0 4 0.0%
 

BRN_CW_Amt_prev3
Numeric

Distinct count 10
Unique (%) 2.8%
Missing (%) 99.9%
Missing (n) 299643
Infinite (%) 0.0%
Infinite (n) 0
Mean 2.6975
Minimum 1
Maximum 9
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 2
Q3 4
95-th percentile 6
Maximum 9
Range 8
Interquartile range 3

Descriptive statistics

Standard deviation 1.8823
Coef of variation 0.6978
Kurtosis 0.46193
Mean 2.6975
MAD 1.5862
Skewness 1.0634
Sum 963
Variance 3.5431
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 129 0.0%
 
2.0 92 0.0%
 
5.0 59 0.0%
 
4.0 27 0.0%
 
3.0 26 0.0%
 
6.0 11 0.0%
 
7.0 5 0.0%
 
8.0 4 0.0%
 
9.0 4 0.0%
 
(Missing) 299643 99.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 129 0.0%
 
2.0 92 0.0%
 
3.0 26 0.0%
 
4.0 27 0.0%
 
5.0 59 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
5.0 59 0.0%
 
6.0 11 0.0%
 
7.0 5 0.0%
 
8.0 4 0.0%
 
9.0 4 0.0%
 

BRN_CW_Amt_prev4
Numeric

Distinct count 10
Unique (%) 3.4%
Missing (%) 99.9%
Missing (n) 299708
Infinite (%) 0.0%
Infinite (n) 0
Mean 2.6096
Minimum 1
Maximum 9
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 2
Q3 3.25
95-th percentile 6
Maximum 9
Range 8
Interquartile range 2.25

Descriptive statistics

Standard deviation 1.8936
Coef of variation 0.72565
Kurtosis 1.0348
Mean 2.6096
MAD 1.5274
Skewness 1.2859
Sum 762
Variance 3.5859
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 109 0.0%
 
2.0 78 0.0%
 
5.0 43 0.0%
 
3.0 32 0.0%
 
4.0 10 0.0%
 
6.0 6 0.0%
 
8.0 6 0.0%
 
7.0 5 0.0%
 
9.0 3 0.0%
 
(Missing) 299708 99.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 109 0.0%
 
2.0 78 0.0%
 
3.0 32 0.0%
 
4.0 10 0.0%
 
5.0 43 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
5.0 43 0.0%
 
6.0 6 0.0%
 
7.0 5 0.0%
 
8.0 6 0.0%
 
9.0 3 0.0%
 

BRN_CW_Amt_prev5
Numeric

Distinct count 10
Unique (%) 3.4%
Missing (%) 99.9%
Missing (n) 299706
Infinite (%) 0.0%
Infinite (n) 0
Mean 2.9116
Minimum 1
Maximum 9
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 2
Q3 4
95-th percentile 8
Maximum 9
Range 8
Interquartile range 3

Descriptive statistics

Standard deviation 2.2198
Coef of variation 0.76239
Kurtosis 0.44928
Mean 2.9116
MAD 1.7895
Skewness 1.166
Sum 856
Variance 4.9273
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 109 0.0%
 
2.0 60 0.0%
 
3.0 39 0.0%
 
5.0 33 0.0%
 
6.0 15 0.0%
 
4.0 13 0.0%
 
8.0 10 0.0%
 
9.0 9 0.0%
 
7.0 6 0.0%
 
(Missing) 299706 99.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 109 0.0%
 
2.0 60 0.0%
 
3.0 39 0.0%
 
4.0 13 0.0%
 
5.0 33 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
5.0 33 0.0%
 
6.0 15 0.0%
 
7.0 6 0.0%
 
8.0 10 0.0%
 
9.0 9 0.0%
 

BRN_CW_Amt_prev6
Numeric

Distinct count 10
Unique (%) 3.4%
Missing (%) 99.9%
Missing (n) 299704
Infinite (%) 0.0%
Infinite (n) 0
Mean 2.7905
Minimum 1
Maximum 9
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 2
Q3 5
95-th percentile 7
Maximum 9
Range 8
Interquartile range 4

Descriptive statistics

Standard deviation 2.1225
Coef of variation 0.76062
Kurtosis -0.32565
Mean 2.7905
MAD 1.8178
Skewness 0.97075
Sum 826
Variance 4.5051
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 122 0.0%
 
2.0 64 0.0%
 
5.0 37 0.0%
 
7.0 17 0.0%
 
3.0 17 0.0%
 
6.0 16 0.0%
 
4.0 15 0.0%
 
8.0 7 0.0%
 
9.0 1 0.0%
 
(Missing) 299704 99.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 122 0.0%
 
2.0 64 0.0%
 
3.0 17 0.0%
 
4.0 15 0.0%
 
5.0 37 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
5.0 37 0.0%
 
6.0 16 0.0%
 
7.0 17 0.0%
 
8.0 7 0.0%
 
9.0 1 0.0%
 

BRN_CW_Cnt_prev1
Numeric

Distinct count 6
Unique (%) 2.1%
Missing (%) 99.9%
Missing (n) 299708
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.1233
Minimum 1
Maximum 6
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 2
Maximum 6
Range 5
Interquartile range 0

Descriptive statistics

Standard deviation 0.4959
Coef of variation 0.44147
Kurtosis 46.413
Mean 1.1233
MAD 0.22546
Skewness 6.0431
Sum 328
Variance 0.24592
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 267 0.1%
 
2.0 19 0.0%
 
3.0 4 0.0%
 
6.0 1 0.0%
 
5.0 1 0.0%
 
(Missing) 299708 99.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 267 0.1%
 
2.0 19 0.0%
 
3.0 4 0.0%
 
5.0 1 0.0%
 
6.0 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 267 0.1%
 
2.0 19 0.0%
 
3.0 4 0.0%
 
5.0 1 0.0%
 
6.0 1 0.0%
 

BRN_CW_Cnt_prev2
Numeric

Distinct count 6
Unique (%) 2.1%
Missing (%) 99.9%
Missing (n) 299718
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.195
Minimum 1
Maximum 5
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 2
Maximum 5
Range 4
Interquartile range 0

Descriptive statistics

Standard deviation 0.57922
Coef of variation 0.48469
Kurtosis 17.285
Mean 1.195
MAD 0.33751
Skewness 3.8318
Sum 337
Variance 0.33549
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 244 0.1%
 
2.0 27 0.0%
 
3.0 7 0.0%
 
5.0 2 0.0%
 
4.0 2 0.0%
 
(Missing) 299718 99.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 244 0.1%
 
2.0 27 0.0%
 
3.0 7 0.0%
 
4.0 2 0.0%
 
5.0 2 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 244 0.1%
 
2.0 27 0.0%
 
3.0 7 0.0%
 
4.0 2 0.0%
 
5.0 2 0.0%
 

BRN_CW_Cnt_prev3
Numeric

Distinct count 6
Unique (%) 1.7%
Missing (%) 99.9%
Missing (n) 299643
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.1485
Minimum 1
Maximum 6
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 2
Maximum 6
Range 5
Interquartile range 0

Descriptive statistics

Standard deviation 0.51694
Coef of variation 0.45011
Kurtosis 30.468
Mean 1.1485
MAD 0.26615
Skewness 4.8559
Sum 410
Variance 0.26722
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 320 0.1%
 
2.0 27 0.0%
 
3.0 6 0.0%
 
4.0 3 0.0%
 
6.0 1 0.0%
 
(Missing) 299643 99.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 320 0.1%
 
2.0 27 0.0%
 
3.0 6 0.0%
 
4.0 3 0.0%
 
6.0 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 320 0.1%
 
2.0 27 0.0%
 
3.0 6 0.0%
 
4.0 3 0.0%
 
6.0 1 0.0%
 

BRN_CW_Cnt_prev4
Numeric

Distinct count 6
Unique (%) 2.1%
Missing (%) 99.9%
Missing (n) 299708
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.1541
Minimum 1
Maximum 8
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 2
Maximum 8
Range 7
Interquartile range 0

Descriptive statistics

Standard deviation 0.59223
Coef of variation 0.51315
Kurtosis 64.404
Mean 1.1541
MAD 0.27761
Skewness 6.7421
Sum 337
Variance 0.35074
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 263 0.1%
 
2.0 19 0.0%
 
3.0 8 0.0%
 
8.0 1 0.0%
 
4.0 1 0.0%
 
(Missing) 299708 99.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 263 0.1%
 
2.0 19 0.0%
 
3.0 8 0.0%
 
4.0 1 0.0%
 
8.0 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 263 0.1%
 
2.0 19 0.0%
 
3.0 8 0.0%
 
4.0 1 0.0%
 
8.0 1 0.0%
 

BRN_CW_Cnt_prev5
Numeric

Distinct count 5
Unique (%) 1.7%
Missing (%) 99.9%
Missing (n) 299706
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.1633
Minimum 1
Maximum 4
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 2
Maximum 4
Range 3
Interquartile range 0

Descriptive statistics

Standard deviation 0.48935
Coef of variation 0.42067
Kurtosis 11.785
Mean 1.1633
MAD 0.28766
Skewness 3.3534
Sum 342
Variance 0.23947
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 259 0.1%
 
2.0 24 0.0%
 
3.0 9 0.0%
 
4.0 2 0.0%
 
(Missing) 299706 99.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 259 0.1%
 
2.0 24 0.0%
 
3.0 9 0.0%
 
4.0 2 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 259 0.1%
 
2.0 24 0.0%
 
3.0 9 0.0%
 
4.0 2 0.0%
 

BRN_CW_Cnt_prev6
Numeric

Distinct count 6
Unique (%) 2.0%
Missing (%) 99.9%
Missing (n) 299704
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.1318
Minimum 1
Maximum 5
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 2
Maximum 5
Range 4
Interquartile range 0

Descriptive statistics

Standard deviation 0.46527
Coef of variation 0.41111
Kurtosis 27.159
Mean 1.1318
MAD 0.2377
Skewness 4.7126
Sum 335
Variance 0.21648
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 267 0.1%
 
2.0 23 0.0%
 
3.0 3 0.0%
 
4.0 2 0.0%
 
5.0 1 0.0%
 
(Missing) 299704 99.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 267 0.1%
 
2.0 23 0.0%
 
3.0 3 0.0%
 
4.0 2 0.0%
 
5.0 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 267 0.1%
 
2.0 23 0.0%
 
3.0 3 0.0%
 
4.0 2 0.0%
 
5.0 1 0.0%
 

Billpay_Active_PrevQ1
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 91.7%
Missing (n) 275037
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 24963
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 24963 8.3%
 
(Missing) 275037 91.7%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 24963 8.3%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 24963 8.3%
 

Billpay_Active_PrevQ1_N
Categorical

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
A_MISSING
275037
B_1
 
24963
Value Count Frequency (%)  
A_MISSING 275037 91.7%
 
B_1 24963 8.3%
 

Billpay_Reg_ason_Prev1
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 83.6%
Missing (n) 250859
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 49141
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 49141 16.4%
 
(Missing) 250859 83.6%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 49141 16.4%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 49141 16.4%
 

Billpay_Reg_ason_Prev1_N
Categorical

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
A_MISSING
250859
B_1
 
49141
Value Count Frequency (%)  
A_MISSING 250859 83.6%
 
B_1 49141 16.4%
 

CASH_WD_AMT_Last6
Numeric

Distinct count 8787
Unique (%) 2.9%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 50430
Minimum 0
Maximum 12550000
Zeros (%) 61.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 30500
95-th percentile 260000
Maximum 12550000
Range 12550000
Interquartile range 30500

Descriptive statistics

Standard deviation 165630
Coef of variation 3.2844
Kurtosis 577.15
Mean 50430
MAD 72922
Skewness 15.081
Sum 15129000000
Variance 27434000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 184811 61.6%
 
10000.0 4561 1.5%
 
20000.0 3933 1.3%
 
5000.0 2970 1.0%
 
30000.0 2217 0.7%
 
15000.0 2110 0.7%
 
40000.0 2078 0.7%
 
25000.0 2026 0.7%
 
1000.0 1840 0.6%
 
50000.0 1687 0.6%
 
Other values (8777) 91767 30.6%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 184811 61.6%
 
100.0 665 0.2%
 
200.0 205 0.1%
 
300.0 65 0.0%
 
400.0 53 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
9400000.0 1 0.0%
 
10654000.0 1 0.0%
 
10683000.0 1 0.0%
 
12492000.0 1 0.0%
 
12550000.0 1 0.0%
 

CASH_WD_CNT_Last6
Numeric

Distinct count 287
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 5.429
Minimum 0
Maximum 1106
Zeros (%) 61.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 4
95-th percentile 29
Maximum 1106
Range 1106
Interquartile range 4

Descriptive statistics

Standard deviation 14.606
Coef of variation 2.6903
Kurtosis 222.03
Mean 5.429
MAD 7.6664
Skewness 8.5998
Sum 1628704
Variance 213.32
Memory size 2.3 MiB
Value Count Frequency (%)  
0 184811 61.6%
 
1 17192 5.7%
 
2 11237 3.7%
 
3 8252 2.8%
 
4 6581 2.2%
 
5 5805 1.9%
 
6 5255 1.8%
 
7 4367 1.5%
 
8 3952 1.3%
 
9 3550 1.2%
 
Other values (277) 48998 16.3%
 

Minimum 5 values

Value Count Frequency (%)  
0 184811 61.6%
 
1 17192 5.7%
 
2 11237 3.7%
 
3 8252 2.8%
 
4 6581 2.2%
 

Maximum 5 values

Value Count Frequency (%)  
528 1 0.0%
 
559 1 0.0%
 
562 1 0.0%
 
613 1 0.0%
 
1106 1 0.0%
 

CC_CLOSED_PREVQ1
Numeric

Distinct count 2
Unique (%) 0.3%
Missing (%) 99.8%
Missing (n) 299404
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 596
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 596 0.2%
 
(Missing) 299404 99.8%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 596 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 596 0.2%
 

CC_PREM_CLOSED_PREVQ1
Constant

This variable is constant and should be ignored for analysis

Constant value

CC_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 0.0%
Missing (%) 66.0%
Missing (n) 198127
Y
101873
(Missing)
198127
Value Count Frequency (%)  
Y 101873 34.0%
 
(Missing) 198127 66.0%
 

CE_Closed_PrevQ1
Numeric

Distinct count 2
Unique (%) 16.7%
Missing (%) 100.0%
Missing (n) 299988
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 12
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 12 0.0%
 
(Missing) 299988 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 12 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 12 0.0%
 

CE_DATE
Numeric

Distinct count 3
Unique (%) 2.1%
Missing (%) 100.0%
Missing (n) 299859
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.5461
Minimum 1
Maximum 2
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 2
Q3 2
95-th percentile 2
Maximum 2
Range 1
Interquartile range 1

Descriptive statistics

Standard deviation 0.49965
Coef of variation 0.32317
Kurtosis -1.9934
Mean 1.5461
MAD 0.49575
Skewness -0.18718
Sum 218
Variance 0.24965
Memory size 2.3 MiB
Value Count Frequency (%)  
2.0 77 0.0%
 
1.0 64 0.0%
 
(Missing) 299859 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 64 0.0%
 
2.0 77 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 64 0.0%
 
2.0 77 0.0%
 

CE_PREM_CLOSED_PREVQ1
Numeric

Distinct count 2
Unique (%) 50.0%
Missing (%) 100.0%
Missing (n) 299996
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 4
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 4 0.0%
 
(Missing) 299996 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 4 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 4 0.0%
 

CE_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 1.4%
Missing (%) 100.0%
Missing (n) 299859
Y
 
141
(Missing)
299859
Value Count Frequency (%)  
Y 141 0.0%
 
(Missing) 299859 100.0%
 

CNR_prev1
Numeric

Distinct count 187787
Unique (%) 62.6%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 2329.5
Minimum -144900
Maximum 3093800
Zeros (%) 0.0%

Quantile statistics

Minimum -144900
5-th percentile 178.85
Q1 414.09
Median 828.16
Q3 1831.9
95-th percentile 7294.8
Maximum 3093800
Range 3238700
Interquartile range 1417.8

Descriptive statistics

Standard deviation 14178
Coef of variation 6.0862
Kurtosis 18126
Mean 2329.5
MAD 2492.9
Skewness 105.22
Sum 698860000
Variance 201010000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 39 0.0%
 
208.33 15 0.0%
 
275.47 12 0.0%
 
212.98 12 0.0%
 
284.68 11 0.0%
 
499.36 10 0.0%
 
303.26 10 0.0%
 
233.92 10 0.0%
 
209.73 10 0.0%
 
307.52 10 0.0%
 
Other values (187777) 299861 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
-144904.1 1 0.0%
 
-67190.14 1 0.0%
 
-49956.66 1 0.0%
 
-49816.65 1 0.0%
 
-43379.9 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1549579.71 1 0.0%
 
1803450.97 1 0.0%
 
2211504.44 1 0.0%
 
2948156.39 1 0.0%
 
3093836.08 1 0.0%
 

CNR_prev2
Numeric

Distinct count 186107
Unique (%) 62.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 2289.9
Minimum -178470
Maximum 2528100
Zeros (%) 0.1%

Quantile statistics

Minimum -178470
5-th percentile 205
Q1 422.98
Median 833.43
Q3 1831.8
95-th percentile 7169
Maximum 2528100
Range 2706500
Interquartile range 1408.9

Descriptive statistics

Standard deviation 12005
Coef of variation 5.2426
Kurtosis 13338
Mean 2289.9
MAD 2422.2
Skewness 85.046
Sum 686970000
Variance 144120000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 342 0.1%
 
-7.0 99 0.0%
 
-14.0 26 0.0%
 
208.33 14 0.0%
 
247.38 12 0.0%
 
224.92 11 0.0%
 
418.72 11 0.0%
 
240.05 11 0.0%
 
283.87 11 0.0%
 
251.67 11 0.0%
 
Other values (186097) 299452 99.8%
 

Minimum 5 values

Value Count Frequency (%)  
-178467.84 1 0.0%
 
-149853.32 1 0.0%
 
-97902.49 1 0.0%
 
-88390.45 1 0.0%
 
-87184.46 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1148197.05 1 0.0%
 
1556354.17 1 0.0%
 
1600944.15 1 0.0%
 
2211504.44 1 0.0%
 
2528064.71 1 0.0%
 

CNR_prev3
Numeric

Distinct count 186577
Unique (%) 62.2%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 2278.1
Minimum -159320
Maximum 3537500
Zeros (%) 0.1%

Quantile statistics

Minimum -159320
5-th percentile 183.97
Q1 417.49
Median 825
Q3 1806.5
95-th percentile 6920.5
Maximum 3537500
Range 3696900
Interquartile range 1389

Descriptive statistics

Standard deviation 14670
Coef of variation 6.4397
Kurtosis 20135
Mean 2278.1
MAD 2416.3
Skewness 109.29
Sum 683430000
Variance 215220000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 385 0.1%
 
-7.0 108 0.0%
 
-14.0 24 0.0%
 
208.33 13 0.0%
 
234.6 13 0.0%
 
300.77 11 0.0%
 
274.29 11 0.0%
 
290.02 11 0.0%
 
218.38 11 0.0%
 
294.47 10 0.0%
 
Other values (186567) 299403 99.8%
 

Minimum 5 values

Value Count Frequency (%)  
-159324.69 1 0.0%
 
-139534.62 1 0.0%
 
-56246.23 1 0.0%
 
-52636.96 1 0.0%
 
-38507.94 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1563724.64 1 0.0%
 
1865986.88 1 0.0%
 
1874131.57 1 0.0%
 
3004366.71 1 0.0%
 
3537529.77 1 0.0%
 

CNR_prev4
Numeric

Distinct count 187599
Unique (%) 62.5%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 2174.5
Minimum -740470
Maximum 1991400
Zeros (%) 0.1%

Quantile statistics

Minimum -740470
5-th percentile 125.73
Q1 396.69
Median 804.26
Q3 1770
95-th percentile 6755.4
Maximum 1991400
Range 2731900
Interquartile range 1373.4

Descriptive statistics

Standard deviation 11483
Coef of variation 5.2807
Kurtosis 7051.4
Mean 2174.5
MAD 2301.3
Skewness 61.913
Sum 652360000
Variance 131860000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 247 0.1%
 
-7.0 39 0.0%
 
-14.0 14 0.0%
 
237.23 12 0.0%
 
247.75 11 0.0%
 
319.2 11 0.0%
 
319.21 11 0.0%
 
323.87 10 0.0%
 
456.93 10 0.0%
 
226.57 10 0.0%
 
Other values (187589) 299625 99.9%
 

Minimum 5 values

Value Count Frequency (%)  
-740467.65 1 0.0%
 
-214426.84 1 0.0%
 
-117763.1 1 0.0%
 
-88053.25 1 0.0%
 
-59718.79 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1139427.35 1 0.0%
 
1187962.23 1 0.0%
 
1361070.17 1 0.0%
 
1568350.95 1 0.0%
 
1991386.45 1 0.0%
 

CNR_prev5
Numeric

Distinct count 186976
Unique (%) 62.3%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 2236
Minimum -286130
Maximum 6724800
Zeros (%) 0.1%

Quantile statistics

Minimum -286130
5-th percentile 90.22
Q1 372.75
Median 771.66
Q3 1727.2
95-th percentile 6939.4
Maximum 6724800
Range 7011000
Interquartile range 1354.5

Descriptive statistics

Standard deviation 16944
Coef of variation 7.5777
Kurtosis 84298
Mean 2236
MAD 2443.2
Skewness 228.57
Sum 670810000
Variance 287100000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 250 0.1%
 
-7.0 34 0.0%
 
263.78 11 0.0%
 
499.29 11 0.0%
 
416.8 11 0.0%
 
217.01 10 0.0%
 
386.99 10 0.0%
 
220.34 10 0.0%
 
221.6 10 0.0%
 
275.33 10 0.0%
 
Other values (186966) 299633 99.9%
 

Minimum 5 values

Value Count Frequency (%)  
-286127.3 1 0.0%
 
-88368.86 1 0.0%
 
-85702.76 1 0.0%
 
-68949.93 1 0.0%
 
-64307.89 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1172366.14 1 0.0%
 
1207817.57 1 0.0%
 
1571611.89 1 0.0%
 
2240206.85 1 0.0%
 
6724825.88 1 0.0%
 

CNR_prev6
Numeric

Distinct count 187618
Unique (%) 62.5%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 2290.5
Minimum -156310
Maximum 2628500
Zeros (%) 0.1%

Quantile statistics

Minimum -156310
5-th percentile 73.959
Q1 364.47
Median 766.32
Q3 1725.2
95-th percentile 7192.5
Maximum 2628500
Range 2784800
Interquartile range 1360.8

Descriptive statistics

Standard deviation 13377
Coef of variation 5.8402
Kurtosis 8343.1
Mean 2290.5
MAD 2540.8
Skewness 67.737
Sum 687160000
Variance 178950000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 335 0.1%
 
-7.0 25 0.0%
 
20.84 18 0.0%
 
208.39 16 0.0%
 
54.19 15 0.0%
 
52.09 13 0.0%
 
0.01 13 0.0%
 
52.1 13 0.0%
 
208.4 12 0.0%
 
214.28 12 0.0%
 
Other values (187608) 299528 99.8%
 

Minimum 5 values

Value Count Frequency (%)  
-156314.56 1 0.0%
 
-148295.71 1 0.0%
 
-61115.07 1 0.0%
 
-48125.61 1 0.0%
 
-41590.91 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1249820.84 1 0.0%
 
1304339.96 1 0.0%
 
1359006.51 1 0.0%
 
1794466.84 1 0.0%
 
2628496.41 1 0.0%
 

COUNT_ATM_C_prev1
Constant

This variable is constant and should be ignored for analysis

Constant value 0

COUNT_ATM_C_prev2
Constant

This variable is constant and should be ignored for analysis

Constant value 0

COUNT_ATM_C_prev3
Constant

This variable is constant and should be ignored for analysis

Constant value 0

COUNT_ATM_C_prev4
Constant

This variable is constant and should be ignored for analysis

Constant value 0

COUNT_ATM_C_prev5
Constant

This variable is constant and should be ignored for analysis

Constant value 0

COUNT_ATM_C_prev6
Constant

This variable is constant and should be ignored for analysis

Constant value 0

COUNT_ATM_D_prev1
Numeric

Distinct count 79
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.92398
Minimum 0
Maximum 258
Zeros (%) 78.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 5
Maximum 258
Range 258
Interquartile range 0

Descriptive statistics

Standard deviation 2.9753
Coef of variation 3.2201
Kurtosis 325.6
Mean 0.92398
MAD 1.4424
Skewness 9.9904
Sum 277193
Variance 8.8526
Memory size 2.3 MiB
Value Count Frequency (%)  
0 234160 78.1%
 
1 19165 6.4%
 
2 12563 4.2%
 
3 8731 2.9%
 
4 6105 2.0%
 
5 4662 1.6%
 
6 3169 1.1%
 
7 2284 0.8%
 
8 1784 0.6%
 
9 1369 0.5%
 
Other values (69) 6008 2.0%
 

Minimum 5 values

Value Count Frequency (%)  
0 234160 78.1%
 
1 19165 6.4%
 
2 12563 4.2%
 
3 8731 2.9%
 
4 6105 2.0%
 

Maximum 5 values

Value Count Frequency (%)  
104 1 0.0%
 
110 1 0.0%
 
140 1 0.0%
 
165 1 0.0%
 
258 1 0.0%
 

COUNT_ATM_D_prev2
Numeric

Distinct count 84
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.95891
Minimum 0
Maximum 218
Zeros (%) 77.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 6
Maximum 218
Range 218
Interquartile range 0

Descriptive statistics

Standard deviation 3.0724
Coef of variation 3.204
Kurtosis 277.73
Mean 0.95891
MAD 1.4885
Skewness 9.9109
Sum 287674
Variance 9.4396
Memory size 2.3 MiB
Value Count Frequency (%)  
0 232849 77.6%
 
1 19479 6.5%
 
2 12527 4.2%
 
3 8682 2.9%
 
4 6296 2.1%
 
5 4660 1.6%
 
6 3373 1.1%
 
7 2496 0.8%
 
8 1934 0.6%
 
9 1411 0.5%
 
Other values (74) 6293 2.1%
 

Minimum 5 values

Value Count Frequency (%)  
0 232849 77.6%
 
1 19479 6.5%
 
2 12527 4.2%
 
3 8682 2.9%
 
4 6296 2.1%
 

Maximum 5 values

Value Count Frequency (%)  
113 1 0.0%
 
118 2 0.0%
 
133 1 0.0%
 
181 2 0.0%
 
218 1 0.0%
 

COUNT_ATM_D_prev3
Numeric

Distinct count 94
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.96807
Minimum 0
Maximum 218
Zeros (%) 77.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 6
Maximum 218
Range 218
Interquartile range 0

Descriptive statistics

Standard deviation 3.0937
Coef of variation 3.1958
Kurtosis 209.09
Mean 0.96807
MAD 1.5021
Skewness 9.1252
Sum 290420
Variance 9.5713
Memory size 2.3 MiB
Value Count Frequency (%)  
0 232742 77.6%
 
1 19386 6.5%
 
2 12521 4.2%
 
3 8649 2.9%
 
4 6237 2.1%
 
5 4671 1.6%
 
6 3422 1.1%
 
7 2489 0.8%
 
8 2020 0.7%
 
9 1462 0.5%
 
Other values (84) 6401 2.1%
 

Minimum 5 values

Value Count Frequency (%)  
0 232742 77.6%
 
1 19386 6.5%
 
2 12521 4.2%
 
3 8649 2.9%
 
4 6237 2.1%
 

Maximum 5 values

Value Count Frequency (%)  
109 1 0.0%
 
113 1 0.0%
 
114 1 0.0%
 
123 1 0.0%
 
218 1 0.0%
 

COUNT_ATM_D_prev4
Numeric

Distinct count 86
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.89388
Minimum 0
Maximum 155
Zeros (%) 78.4%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 5
Maximum 155
Range 155
Interquartile range 0

Descriptive statistics

Standard deviation 2.8501
Coef of variation 3.1885
Kurtosis 168.98
Mean 0.89388
MAD 1.4007
Skewness 8.6685
Sum 268163
Variance 8.1231
Memory size 2.3 MiB
Value Count Frequency (%)  
0 235057 78.4%
 
1 19110 6.4%
 
2 12359 4.1%
 
3 8400 2.8%
 
4 6078 2.0%
 
5 4630 1.5%
 
6 3247 1.1%
 
7 2344 0.8%
 
8 1782 0.6%
 
9 1345 0.4%
 
Other values (76) 5648 1.9%
 

Minimum 5 values

Value Count Frequency (%)  
0 235057 78.4%
 
1 19110 6.4%
 
2 12359 4.1%
 
3 8400 2.8%
 
4 6078 2.0%
 

Maximum 5 values

Value Count Frequency (%)  
94 1 0.0%
 
102 1 0.0%
 
110 1 0.0%
 
136 1 0.0%
 
155 1 0.0%
 

COUNT_ATM_D_prev5
Numeric

Distinct count 85
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.91726
Minimum 0
Maximum 193
Zeros (%) 78.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 5
Maximum 193
Range 193
Interquartile range 0

Descriptive statistics

Standard deviation 2.9194
Coef of variation 3.1827
Kurtosis 185.16
Mean 0.91726
MAD 1.4313
Skewness 8.7055
Sum 275179
Variance 8.5226
Memory size 2.3 MiB
Value Count Frequency (%)  
0 234054 78.0%
 
1 19512 6.5%
 
2 12433 4.1%
 
3 8422 2.8%
 
4 6214 2.1%
 
5 4522 1.5%
 
6 3327 1.1%
 
7 2421 0.8%
 
8 1863 0.6%
 
9 1393 0.5%
 
Other values (75) 5839 1.9%
 

Minimum 5 values

Value Count Frequency (%)  
0 234054 78.0%
 
1 19512 6.5%
 
2 12433 4.1%
 
3 8422 2.8%
 
4 6214 2.1%
 

Maximum 5 values

Value Count Frequency (%)  
105 1 0.0%
 
106 1 0.0%
 
110 2 0.0%
 
121 1 0.0%
 
193 1 0.0%
 

COUNT_ATM_D_prev6
Numeric

Distinct count 79
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.83471
Minimum 0
Maximum 219
Zeros (%) 79.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 5
Maximum 219
Range 219
Interquartile range 0

Descriptive statistics

Standard deviation 2.7367
Coef of variation 3.2786
Kurtosis 299.15
Mean 0.83471
MAD 1.3207
Skewness 9.969
Sum 250412
Variance 7.4895
Memory size 2.3 MiB
Value Count Frequency (%)  
0 237336 79.1%
 
1 19179 6.4%
 
2 12238 4.1%
 
3 8207 2.7%
 
4 5804 1.9%
 
5 4139 1.4%
 
6 2946 1.0%
 
7 2145 0.7%
 
8 1641 0.5%
 
9 1206 0.4%
 
Other values (69) 5159 1.7%
 

Minimum 5 values

Value Count Frequency (%)  
0 237336 79.1%
 
1 19179 6.4%
 
2 12238 4.1%
 
3 8207 2.7%
 
4 5804 1.9%
 

Maximum 5 values

Value Count Frequency (%)  
111 1 0.0%
 
116 1 0.0%
 
126 1 0.0%
 
165 1 0.0%
 
219 1 0.0%
 

COUNT_BRANCH_C_prev1
Highly correlated

This variable is highly correlated with count_C_prev1 and should be ignored for analysis

Correlation 0.99686

COUNT_BRANCH_C_prev2
Highly correlated

This variable is highly correlated with count_C_prev2 and should be ignored for analysis

Correlation 0.99876

COUNT_BRANCH_C_prev3
Highly correlated

This variable is highly correlated with count_C_prev3 and should be ignored for analysis

Correlation 0.99906

COUNT_BRANCH_C_prev4
Highly correlated

This variable is highly correlated with count_C_prev4 and should be ignored for analysis

Correlation 0.99974

COUNT_BRANCH_C_prev5
Highly correlated

This variable is highly correlated with count_C_prev5 and should be ignored for analysis

Correlation 0.99649

COUNT_BRANCH_C_prev6
Highly correlated

This variable is highly correlated with count_C_prev6 and should be ignored for analysis

Correlation 0.99633

COUNT_BRANCH_D_prev1
Numeric

Distinct count 89
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.2702
Minimum 0
Maximum 3641
Zeros (%) 57.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 1
95-th percentile 6
Maximum 3641
Range 3641
Interquartile range 1

Descriptive statistics

Standard deviation 7.4456
Coef of variation 5.8619
Kurtosis 190660
Mean 1.2702
MAD 1.5587
Skewness 394.07
Sum 381049
Variance 55.436
Memory size 2.3 MiB
Value Count Frequency (%)  
0 172831 57.6%
 
1 52875 17.6%
 
2 27566 9.2%
 
3 15694 5.2%
 
4 9636 3.2%
 
5 5991 2.0%
 
6 4103 1.4%
 
7 2810 0.9%
 
8 1979 0.7%
 
9 1437 0.5%
 
Other values (79) 5078 1.7%
 

Minimum 5 values

Value Count Frequency (%)  
0 172831 57.6%
 
1 52875 17.6%
 
2 27566 9.2%
 
3 15694 5.2%
 
4 9636 3.2%
 

Maximum 5 values

Value Count Frequency (%)  
343 1 0.0%
 
416 1 0.0%
 
426 1 0.0%
 
653 1 0.0%
 
3641 1 0.0%
 

COUNT_BRANCH_D_prev2
Highly correlated

This variable is highly correlated with COUNT_BRANCH_D_prev1 and should be ignored for analysis

Correlation 0.92443

COUNT_BRANCH_D_prev3
Highly correlated

This variable is highly correlated with BRN_CASH_Dep_Cnt_prev2 and should be ignored for analysis

Correlation 0.95027

COUNT_BRANCH_D_prev4
Highly correlated

This variable is highly correlated with count_D_prev4 and should be ignored for analysis

Correlation 0.92837

COUNT_BRANCH_D_prev5
Highly correlated

This variable is highly correlated with count_D_prev5 and should be ignored for analysis

Correlation 0.95082

COUNT_BRANCH_D_prev6
Highly correlated

This variable is highly correlated with count_D_prev6 and should be ignored for analysis

Correlation 0.97804

COUNT_IB_C_prev1
Numeric

Distinct count 34
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.047767
Minimum 0
Maximum 102
Zeros (%) 97.4%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 102
Range 102
Interquartile range 0

Descriptive statistics

Standard deviation 0.50503
Coef of variation 10.573
Kurtosis 7243.2
Mean 0.047767
MAD 0.093042
Skewness 55.457
Sum 14330
Variance 0.25506
Memory size 2.3 MiB
Value Count Frequency (%)  
0 292177 97.4%
 
1 5115 1.7%
 
2 1624 0.5%
 
3 396 0.1%
 
4 291 0.1%
 
6 113 0.0%
 
5 85 0.0%
 
8 52 0.0%
 
7 28 0.0%
 
10 28 0.0%
 
Other values (24) 91 0.0%
 

Minimum 5 values

Value Count Frequency (%)  
0 292177 97.4%
 
1 5115 1.7%
 
2 1624 0.5%
 
3 396 0.1%
 
4 291 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
33 1 0.0%
 
42 2 0.0%
 
46 2 0.0%
 
50 1 0.0%
 
102 1 0.0%
 

COUNT_IB_C_prev2
Numeric

Distinct count 34
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.041963
Minimum 0
Maximum 66
Zeros (%) 97.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 66
Range 66
Interquartile range 0

Descriptive statistics

Standard deviation 0.47378
Coef of variation 11.29
Kurtosis 4462.3
Mean 0.041963
MAD 0.082073
Skewness 47.767
Sum 12589
Variance 0.22446
Memory size 2.3 MiB
Value Count Frequency (%)  
0 293375 97.8%
 
1 4136 1.4%
 
2 1507 0.5%
 
3 324 0.1%
 
4 282 0.1%
 
5 108 0.0%
 
6 97 0.0%
 
8 37 0.0%
 
10 27 0.0%
 
7 24 0.0%
 
Other values (24) 83 0.0%
 

Minimum 5 values

Value Count Frequency (%)  
0 293375 97.8%
 
1 4136 1.4%
 
2 1507 0.5%
 
3 324 0.1%
 
4 282 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
44 1 0.0%
 
46 1 0.0%
 
57 1 0.0%
 
64 1 0.0%
 
66 1 0.0%
 

COUNT_IB_C_prev3
Numeric

Distinct count 33
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.045037
Minimum 0
Maximum 41
Zeros (%) 97.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 41
Range 41
Interquartile range 0

Descriptive statistics

Standard deviation 0.44844
Coef of variation 9.9573
Kurtosis 1700.7
Mean 0.045037
MAD 0.087873
Skewness 30.888
Sum 13511
Variance 0.2011
Memory size 2.3 MiB
Value Count Frequency (%)  
0 292672 97.6%
 
1 4671 1.6%
 
2 1598 0.5%
 
3 388 0.1%
 
4 291 0.1%
 
5 106 0.0%
 
6 93 0.0%
 
8 41 0.0%
 
7 27 0.0%
 
10 25 0.0%
 
Other values (23) 88 0.0%
 

Minimum 5 values

Value Count Frequency (%)  
0 292672 97.6%
 
1 4671 1.6%
 
2 1598 0.5%
 
3 388 0.1%
 
4 291 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
31 1 0.0%
 
32 1 0.0%
 
34 1 0.0%
 
38 3 0.0%
 
41 1 0.0%
 

COUNT_IB_C_prev4
Numeric

Distinct count 31
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.036047
Minimum 0
Maximum 84
Zeros (%) 98.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 84
Range 84
Interquartile range 0

Descriptive statistics

Standard deviation 0.42384
Coef of variation 11.758
Kurtosis 7601.2
Mean 0.036047
MAD 0.070641
Skewness 58.671
Sum 10814
Variance 0.17964
Memory size 2.3 MiB
Value Count Frequency (%)  
0 293955 98.0%
 
1 3982 1.3%
 
2 1222 0.4%
 
3 331 0.1%
 
4 243 0.1%
 
5 73 0.0%
 
6 69 0.0%
 
7 26 0.0%
 
8 22 0.0%
 
10 16 0.0%
 
Other values (21) 61 0.0%
 

Minimum 5 values

Value Count Frequency (%)  
0 293955 98.0%
 
1 3982 1.3%
 
2 1222 0.4%
 
3 331 0.1%
 
4 243 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
30 1 0.0%
 
36 1 0.0%
 
44 2 0.0%
 
54 1 0.0%
 
84 1 0.0%
 

COUNT_IB_C_prev5
Numeric

Distinct count 30
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.03535
Minimum 0
Maximum 74
Zeros (%) 98.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 74
Range 74
Interquartile range 0

Descriptive statistics

Standard deviation 0.42329
Coef of variation 11.974
Kurtosis 5113.5
Mean 0.03535
MAD 0.069417
Skewness 48.292
Sum 10605
Variance 0.17917
Memory size 2.3 MiB
Value Count Frequency (%)  
0 294554 98.2%
 
1 3301 1.1%
 
2 1230 0.4%
 
3 318 0.1%
 
4 257 0.1%
 
5 98 0.0%
 
6 93 0.0%
 
7 34 0.0%
 
8 28 0.0%
 
10 21 0.0%
 
Other values (20) 66 0.0%
 

Minimum 5 values

Value Count Frequency (%)  
0 294554 98.2%
 
1 3301 1.1%
 
2 1230 0.4%
 
3 318 0.1%
 
4 257 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
32 2 0.0%
 
34 1 0.0%
 
37 2 0.0%
 
51 1 0.0%
 
74 1 0.0%
 

COUNT_IB_C_prev6
Numeric

Distinct count 36
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.041257
Minimum 0
Maximum 104
Zeros (%) 97.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 104
Range 104
Interquartile range 0

Descriptive statistics

Standard deviation 0.47329
Coef of variation 11.472
Kurtosis 9807
Mean 0.041257
MAD 0.08065
Skewness 64.91
Sum 12377
Variance 0.224
Memory size 2.3 MiB
Value Count Frequency (%)  
0 293224 97.7%
 
1 4386 1.5%
 
2 1438 0.5%
 
3 379 0.1%
 
4 261 0.1%
 
6 87 0.0%
 
5 68 0.0%
 
8 38 0.0%
 
7 24 0.0%
 
10 17 0.0%
 
Other values (26) 78 0.0%
 

Minimum 5 values

Value Count Frequency (%)  
0 293224 97.7%
 
1 4386 1.5%
 
2 1438 0.5%
 
3 379 0.1%
 
4 261 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
36 1 0.0%
 
40 1 0.0%
 
48 1 0.0%
 
58 1 0.0%
 
104 1 0.0%
 

COUNT_IB_D_prev1
Numeric

Distinct count 155
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 2.2818
Minimum 0
Maximum 319
Zeros (%) 67.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 2
95-th percentile 12
Maximum 319
Range 319
Interquartile range 2

Descriptive statistics

Standard deviation 6.3988
Coef of variation 2.8044
Kurtosis 147.73
Mean 2.2818
MAD 3.2677
Skewness 8.1743
Sum 684525
Variance 40.945
Memory size 2.3 MiB
Value Count Frequency (%)  
0 201705 67.2%
 
1 20163 6.7%
 
2 14459 4.8%
 
3 10963 3.7%
 
4 8410 2.8%
 
5 6621 2.2%
 
6 5445 1.8%
 
7 4384 1.5%
 
8 3633 1.2%
 
9 3046 1.0%
 
Other values (145) 21171 7.1%
 

Minimum 5 values

Value Count Frequency (%)  
0 201705 67.2%
 
1 20163 6.7%
 
2 14459 4.8%
 
3 10963 3.7%
 
4 8410 2.8%
 

Maximum 5 values

Value Count Frequency (%)  
212 1 0.0%
 
254 1 0.0%
 
265 1 0.0%
 
282 1 0.0%
 
319 1 0.0%
 

COUNT_IB_D_prev2
Numeric

Distinct count 165
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 2.4034
Minimum 0
Maximum 284
Zeros (%) 66.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 2
95-th percentile 13
Maximum 284
Range 284
Interquartile range 2

Descriptive statistics

Standard deviation 6.6174
Coef of variation 2.7534
Kurtosis 139.91
Mean 2.4034
MAD 3.43
Skewness 7.9953
Sum 721013
Variance 43.79
Memory size 2.3 MiB
Value Count Frequency (%)  
0 200042 66.7%
 
1 19886 6.6%
 
2 14416 4.8%
 
3 10702 3.6%
 
4 8331 2.8%
 
5 6744 2.2%
 
6 5411 1.8%
 
7 4637 1.5%
 
8 3799 1.3%
 
9 3232 1.1%
 
Other values (155) 22800 7.6%
 

Minimum 5 values

Value Count Frequency (%)  
0 200042 66.7%
 
1 19886 6.6%
 
2 14416 4.8%
 
3 10702 3.6%
 
4 8331 2.8%
 

Maximum 5 values

Value Count Frequency (%)  
236 1 0.0%
 
250 1 0.0%
 
268 1 0.0%
 
282 1 0.0%
 
284 1 0.0%
 

COUNT_IB_D_prev3
Numeric

Distinct count 171
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 2.4144
Minimum 0
Maximum 426
Zeros (%) 67.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 2
95-th percentile 13
Maximum 426
Range 426
Interquartile range 2

Descriptive statistics

Standard deviation 6.8819
Coef of variation 2.8503
Kurtosis 205.68
Mean 2.4144
MAD 3.4633
Skewness 9.1716
Sum 724334
Variance 47.361
Memory size 2.3 MiB
Value Count Frequency (%)  
0 201179 67.1%
 
1 19694 6.6%
 
2 14239 4.7%
 
3 10481 3.5%
 
4 8293 2.8%
 
5 6557 2.2%
 
6 5442 1.8%
 
7 4577 1.5%
 
8 3753 1.3%
 
9 3139 1.0%
 
Other values (161) 22646 7.5%
 

Minimum 5 values

Value Count Frequency (%)  
0 201179 67.1%
 
1 19694 6.6%
 
2 14239 4.7%
 
3 10481 3.5%
 
4 8293 2.8%
 

Maximum 5 values

Value Count Frequency (%)  
270 1 0.0%
 
292 1 0.0%
 
312 1 0.0%
 
331 1 0.0%
 
426 1 0.0%
 

COUNT_IB_D_prev4
Numeric

Distinct count 155
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 2.1046
Minimum 0
Maximum 504
Zeros (%) 69.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 1
95-th percentile 12
Maximum 504
Range 504
Interquartile range 1

Descriptive statistics

Standard deviation 6.2115
Coef of variation 2.9514
Kurtosis 342.96
Mean 2.1046
MAD 3.0581
Skewness 10.761
Sum 631374
Variance 38.582
Memory size 2.3 MiB
Value Count Frequency (%)  
0 206874 69.0%
 
1 19784 6.6%
 
2 14122 4.7%
 
3 10229 3.4%
 
4 7871 2.6%
 
5 6323 2.1%
 
6 4982 1.7%
 
7 4044 1.3%
 
8 3402 1.1%
 
9 2852 1.0%
 
Other values (145) 19517 6.5%
 

Minimum 5 values

Value Count Frequency (%)  
0 206874 69.0%
 
1 19784 6.6%
 
2 14122 4.7%
 
3 10229 3.4%
 
4 7871 2.6%
 

Maximum 5 values

Value Count Frequency (%)  
232 2 0.0%
 
277 1 0.0%
 
317 1 0.0%
 
382 1 0.0%
 
504 1 0.0%
 

COUNT_IB_D_prev5
Numeric

Distinct count 175
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 2.3933
Minimum 0
Maximum 551
Zeros (%) 67.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 2
95-th percentile 13
Maximum 551
Range 551
Interquartile range 2

Descriptive statistics

Standard deviation 7.1224
Coef of variation 2.976
Kurtosis 440.69
Mean 2.3933
MAD 3.454
Skewness 12.265
Sum 717986
Variance 50.729
Memory size 2.3 MiB
Value Count Frequency (%)  
0 202947 67.6%
 
1 19292 6.4%
 
2 13999 4.7%
 
3 10386 3.5%
 
4 8195 2.7%
 
5 6489 2.2%
 
6 5219 1.7%
 
7 4332 1.4%
 
8 3714 1.2%
 
9 3044 1.0%
 
Other values (165) 22383 7.5%
 

Minimum 5 values

Value Count Frequency (%)  
0 202947 67.6%
 
1 19292 6.4%
 
2 13999 4.7%
 
3 10386 3.5%
 
4 8195 2.7%
 

Maximum 5 values

Value Count Frequency (%)  
348 1 0.0%
 
389 1 0.0%
 
443 1 0.0%
 
510 1 0.0%
 
551 1 0.0%
 

COUNT_IB_D_prev6
Numeric

Distinct count 164
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 2.2205
Minimum 0
Maximum 403
Zeros (%) 68.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 2
95-th percentile 12
Maximum 403
Range 403
Interquartile range 2

Descriptive statistics

Standard deviation 6.512
Coef of variation 2.9326
Kurtosis 274.82
Mean 2.2205
MAD 3.2122
Skewness 10.309
Sum 666164
Variance 42.407
Memory size 2.3 MiB
Value Count Frequency (%)  
0 204664 68.2%
 
1 19842 6.6%
 
2 14255 4.8%
 
3 10368 3.5%
 
4 8017 2.7%
 
5 6387 2.1%
 
6 5200 1.7%
 
7 4232 1.4%
 
8 3458 1.2%
 
9 2974 1.0%
 
Other values (154) 20603 6.9%
 

Minimum 5 values

Value Count Frequency (%)  
0 204664 68.2%
 
1 19842 6.6%
 
2 14255 4.8%
 
3 10368 3.5%
 
4 8017 2.7%
 

Maximum 5 values

Value Count Frequency (%)  
279 1 0.0%
 
301 1 0.0%
 
344 1 0.0%
 
392 1 0.0%
 
403 1 0.0%
 

COUNT_MB_C_prev1
Constant

This variable is constant and should be ignored for analysis

Constant value 0

COUNT_MB_C_prev2
Constant

This variable is constant and should be ignored for analysis

Constant value 0

COUNT_MB_C_prev3
Constant

This variable is constant and should be ignored for analysis

Constant value 0

COUNT_MB_C_prev4
Constant

This variable is constant and should be ignored for analysis

Constant value 0

COUNT_MB_C_prev5
Constant

This variable is constant and should be ignored for analysis

Constant value 0

COUNT_MB_C_prev6
Constant

This variable is constant and should be ignored for analysis

Constant value 0

COUNT_MB_D_prev1
Numeric

Distinct count 73
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.13908
Minimum 0
Maximum 373
Zeros (%) 95.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 373
Range 373
Interquartile range 0

Descriptive statistics

Standard deviation 1.5751
Coef of variation 11.325
Kurtosis 12995
Mean 0.13908
MAD 0.26678
Skewness 75.356
Sum 41724
Variance 2.4809
Memory size 2.3 MiB
Value Count Frequency (%)  
0 287728 95.9%
 
1 5740 1.9%
 
2 2394 0.8%
 
3 1231 0.4%
 
4 729 0.2%
 
5 492 0.2%
 
6 330 0.1%
 
7 258 0.1%
 
8 190 0.1%
 
9 133 0.0%
 
Other values (63) 775 0.3%
 

Minimum 5 values

Value Count Frequency (%)  
0 287728 95.9%
 
1 5740 1.9%
 
2 2394 0.8%
 
3 1231 0.4%
 
4 729 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
102 1 0.0%
 
128 1 0.0%
 
143 1 0.0%
 
231 1 0.0%
 
373 1 0.0%
 

COUNT_MB_D_prev2
Numeric

Distinct count 76
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.13877
Minimum 0
Maximum 193
Zeros (%) 96.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 193
Range 193
Interquartile range 0

Descriptive statistics

Standard deviation 1.4913
Coef of variation 10.747
Kurtosis 3438.6
Mean 0.13877
MAD 0.26693
Skewness 42.241
Sum 41630
Variance 2.2239
Memory size 2.3 MiB
Value Count Frequency (%)  
0 288535 96.2%
 
1 5129 1.7%
 
2 2265 0.8%
 
3 1109 0.4%
 
4 730 0.2%
 
5 468 0.2%
 
6 329 0.1%
 
7 245 0.1%
 
8 215 0.1%
 
9 142 0.0%
 
Other values (66) 833 0.3%
 

Minimum 5 values

Value Count Frequency (%)  
0 288535 96.2%
 
1 5129 1.7%
 
2 2265 0.8%
 
3 1109 0.4%
 
4 730 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
136 1 0.0%
 
155 1 0.0%
 
161 1 0.0%
 
184 1 0.0%
 
193 1 0.0%
 

COUNT_MB_D_prev3
Numeric

Distinct count 79
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.14734
Minimum 0
Maximum 497
Zeros (%) 96.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 497
Range 497
Interquartile range 0

Descriptive statistics

Standard deviation 1.749
Coef of variation 11.871
Kurtosis 22345
Mean 0.14734
MAD 0.28349
Skewness 93.615
Sum 44201
Variance 3.0591
Memory size 2.3 MiB
Value Count Frequency (%)  
0 288618 96.2%
 
1 5047 1.7%
 
2 2136 0.7%
 
3 1168 0.4%
 
4 710 0.2%
 
5 466 0.2%
 
6 316 0.1%
 
7 247 0.1%
 
8 189 0.1%
 
9 158 0.1%
 
Other values (69) 945 0.3%
 

Minimum 5 values

Value Count Frequency (%)  
0 288618 96.2%
 
1 5047 1.7%
 
2 2136 0.7%
 
3 1168 0.4%
 
4 710 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
93 1 0.0%
 
102 1 0.0%
 
104 1 0.0%
 
136 1 0.0%
 
497 1 0.0%
 

COUNT_MB_D_prev4
Numeric

Distinct count 74
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.13389
Minimum 0
Maximum 195
Zeros (%) 96.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 195
Range 195
Interquartile range 0

Descriptive statistics

Standard deviation 1.472
Coef of variation 10.994
Kurtosis 2136.2
Mean 0.13389
MAD 0.25866
Skewness 33.322
Sum 40167
Variance 2.1668
Memory size 2.3 MiB
Value Count Frequency (%)  
0 289788 96.6%
 
1 4499 1.5%
 
2 1888 0.6%
 
3 1049 0.3%
 
4 617 0.2%
 
5 443 0.1%
 
6 296 0.1%
 
7 233 0.1%
 
8 186 0.1%
 
9 120 0.0%
 
Other values (64) 881 0.3%
 

Minimum 5 values

Value Count Frequency (%)  
0 289788 96.6%
 
1 4499 1.5%
 
2 1888 0.6%
 
3 1049 0.3%
 
4 617 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
93 1 0.0%
 
115 1 0.0%
 
118 1 0.0%
 
120 1 0.0%
 
195 1 0.0%
 

COUNT_MB_D_prev5
Numeric

Distinct count 78
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.12956
Minimum 0
Maximum 155
Zeros (%) 96.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 155
Range 155
Interquartile range 0

Descriptive statistics

Standard deviation 1.3822
Coef of variation 10.668
Kurtosis 1902.6
Mean 0.12956
MAD 0.25017
Skewness 33.341
Sum 38869
Variance 1.9105
Memory size 2.3 MiB
Value Count Frequency (%)  
0 289635 96.5%
 
1 4358 1.5%
 
2 2037 0.7%
 
3 1148 0.4%
 
4 670 0.2%
 
5 441 0.1%
 
6 360 0.1%
 
7 234 0.1%
 
8 172 0.1%
 
9 162 0.1%
 
Other values (68) 783 0.3%
 

Minimum 5 values

Value Count Frequency (%)  
0 289635 96.5%
 
1 4358 1.5%
 
2 2037 0.7%
 
3 1148 0.4%
 
4 670 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
96 1 0.0%
 
97 1 0.0%
 
102 1 0.0%
 
120 1 0.0%
 
155 1 0.0%
 

COUNT_MB_D_prev6
Numeric

Distinct count 70
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.11021
Minimum 0
Maximum 150
Zeros (%) 96.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 150
Range 150
Interquartile range 0

Descriptive statistics

Standard deviation 1.2321
Coef of variation 11.179
Kurtosis 2644.8
Mean 0.11021
MAD 0.21339
Skewness 37.998
Sum 33063
Variance 1.518
Memory size 2.3 MiB
Value Count Frequency (%)  
0 290437 96.8%
 
1 4306 1.4%
 
2 1942 0.6%
 
3 905 0.3%
 
4 619 0.2%
 
5 398 0.1%
 
6 303 0.1%
 
7 209 0.1%
 
8 140 0.0%
 
9 134 0.0%
 
Other values (60) 607 0.2%
 

Minimum 5 values

Value Count Frequency (%)  
0 290437 96.8%
 
1 4306 1.4%
 
2 1942 0.6%
 
3 905 0.3%
 
4 619 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
107 1 0.0%
 
111 1 0.0%
 
116 1 0.0%
 
136 1 0.0%
 
150 1 0.0%
 

COUNT_POS_C_prev1
Constant

This variable is constant and should be ignored for analysis

Constant value 0

COUNT_POS_C_prev2
Constant

This variable is constant and should be ignored for analysis

Constant value 0

COUNT_POS_C_prev3
Constant

This variable is constant and should be ignored for analysis

Constant value 0

COUNT_POS_C_prev4
Constant

This variable is constant and should be ignored for analysis

Constant value 0

COUNT_POS_C_prev5
Constant

This variable is constant and should be ignored for analysis

Constant value 0

COUNT_POS_C_prev6
Constant

This variable is constant and should be ignored for analysis

Constant value 0

COUNT_POS_D_prev1
Numeric

Distinct count 79
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.62864
Minimum 0
Maximum 246
Zeros (%) 85.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 4
Maximum 246
Range 246
Interquartile range 0

Descriptive statistics

Standard deviation 2.6598
Coef of variation 4.2311
Kurtosis 705.42
Mean 0.62864
MAD 1.0764
Skewness 14.521
Sum 188591
Variance 7.0747
Memory size 2.3 MiB
Value Count Frequency (%)  
0 256836 85.6%
 
1 14479 4.8%
 
2 7712 2.6%
 
3 4774 1.6%
 
4 3319 1.1%
 
5 2610 0.9%
 
6 1872 0.6%
 
7 1466 0.5%
 
8 1164 0.4%
 
9 984 0.3%
 
Other values (69) 4784 1.6%
 

Minimum 5 values

Value Count Frequency (%)  
0 256836 85.6%
 
1 14479 4.8%
 
2 7712 2.6%
 
3 4774 1.6%
 
4 3319 1.1%
 

Maximum 5 values

Value Count Frequency (%)  
98 1 0.0%
 
158 1 0.0%
 
222 1 0.0%
 
224 1 0.0%
 
246 1 0.0%
 

COUNT_POS_D_prev2
Numeric

Distinct count 85
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.73205
Minimum 0
Maximum 324
Zeros (%) 84.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 4
Maximum 324
Range 324
Interquartile range 0

Descriptive statistics

Standard deviation 3.0705
Coef of variation 4.1943
Kurtosis 1050.5
Mean 0.73205
MAD 1.2385
Skewness 17.146
Sum 219614
Variance 9.4277
Memory size 2.3 MiB
Value Count Frequency (%)  
0 253775 84.6%
 
1 14612 4.9%
 
2 7954 2.7%
 
3 5181 1.7%
 
4 3649 1.2%
 
5 2767 0.9%
 
6 2103 0.7%
 
7 1682 0.6%
 
8 1250 0.4%
 
9 1104 0.4%
 
Other values (75) 5923 2.0%
 

Minimum 5 values

Value Count Frequency (%)  
0 253775 84.6%
 
1 14612 4.9%
 
2 7954 2.7%
 
3 5181 1.7%
 
4 3649 1.2%
 

Maximum 5 values

Value Count Frequency (%)  
127 2 0.0%
 
133 1 0.0%
 
282 1 0.0%
 
294 1 0.0%
 
324 1 0.0%
 

COUNT_POS_D_prev3
Numeric

Distinct count 84
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.74518
Minimum 0
Maximum 368
Zeros (%) 84.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 5
Maximum 368
Range 368
Interquartile range 0

Descriptive statistics

Standard deviation 3.13
Coef of variation 4.2003
Kurtosis 1089.7
Mean 0.74518
MAD 1.2611
Skewness 17.073
Sum 223555
Variance 9.7969
Memory size 2.3 MiB
Value Count Frequency (%)  
0 253851 84.6%
 
1 14637 4.9%
 
2 7875 2.6%
 
3 5018 1.7%
 
4 3569 1.2%
 
5 2689 0.9%
 
6 2092 0.7%
 
7 1632 0.5%
 
8 1385 0.5%
 
9 1038 0.3%
 
Other values (74) 6214 2.1%
 

Minimum 5 values

Value Count Frequency (%)  
0 253851 84.6%
 
1 14637 4.9%
 
2 7875 2.6%
 
3 5018 1.7%
 
4 3569 1.2%
 

Maximum 5 values

Value Count Frequency (%)  
172 1 0.0%
 
191 1 0.0%
 
216 1 0.0%
 
282 1 0.0%
 
368 1 0.0%
 

COUNT_POS_D_prev4
Numeric

Distinct count 81
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.67503
Minimum 0
Maximum 313
Zeros (%) 85.3%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 4
Maximum 313
Range 313
Interquartile range 0

Descriptive statistics

Standard deviation 2.8213
Coef of variation 4.1796
Kurtosis 759.48
Mean 0.67503
MAD 1.151
Skewness 14.053
Sum 202508
Variance 7.96
Memory size 2.3 MiB
Value Count Frequency (%)  
0 255773 85.3%
 
1 14559 4.9%
 
2 7707 2.6%
 
3 4877 1.6%
 
4 3412 1.1%
 
5 2515 0.8%
 
6 1950 0.7%
 
7 1565 0.5%
 
8 1266 0.4%
 
9 969 0.3%
 
Other values (71) 5407 1.8%
 

Minimum 5 values

Value Count Frequency (%)  
0 255773 85.3%
 
1 14559 4.9%
 
2 7707 2.6%
 
3 4877 1.6%
 
4 3412 1.1%
 

Maximum 5 values

Value Count Frequency (%)  
92 1 0.0%
 
95 1 0.0%
 
121 1 0.0%
 
231 1 0.0%
 
313 1 0.0%
 

COUNT_POS_D_prev5
Numeric

Distinct count 83
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.6901
Minimum 0
Maximum 359
Zeros (%) 85.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 4
Maximum 359
Range 359
Interquartile range 0

Descriptive statistics

Standard deviation 2.9519
Coef of variation 4.2775
Kurtosis 1358.8
Mean 0.6901
MAD 1.1759
Skewness 18.528
Sum 207030
Variance 8.7139
Memory size 2.3 MiB
Value Count Frequency (%)  
0 255594 85.2%
 
1 14468 4.8%
 
2 7694 2.6%
 
3 4905 1.6%
 
4 3429 1.1%
 
5 2533 0.8%
 
6 1967 0.7%
 
7 1537 0.5%
 
8 1278 0.4%
 
9 971 0.3%
 
Other values (73) 5624 1.9%
 

Minimum 5 values

Value Count Frequency (%)  
0 255594 85.2%
 
1 14468 4.8%
 
2 7694 2.6%
 
3 4905 1.6%
 
4 3429 1.1%
 

Maximum 5 values

Value Count Frequency (%)  
98 1 0.0%
 
116 1 0.0%
 
208 1 0.0%
 
320 1 0.0%
 
359 1 0.0%
 

COUNT_POS_D_prev6
Numeric

Distinct count 78
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.60988
Minimum 0
Maximum 346
Zeros (%) 86.3%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 4
Maximum 346
Range 346
Interquartile range 0

Descriptive statistics

Standard deviation 2.6861
Coef of variation 4.4043
Kurtosis 1222.9
Mean 0.60988
MAD 1.0526
Skewness 17.328
Sum 182965
Variance 7.2152
Memory size 2.3 MiB
Value Count Frequency (%)  
0 258896 86.3%
 
1 13897 4.6%
 
2 7224 2.4%
 
3 4475 1.5%
 
4 3218 1.1%
 
5 2326 0.8%
 
6 1789 0.6%
 
7 1408 0.5%
 
8 1064 0.4%
 
9 908 0.3%
 
Other values (68) 4795 1.6%
 

Minimum 5 values

Value Count Frequency (%)  
0 258896 86.3%
 
1 13897 4.6%
 
2 7224 2.4%
 
3 4475 1.5%
 
4 3218 1.1%
 

Maximum 5 values

Value Count Frequency (%)  
98 1 0.0%
 
109 1 0.0%
 
146 1 0.0%
 
229 1 0.0%
 
346 1 0.0%
 

CR_AMB_Drop_Build_1
Numeric

Distinct count 256763
Unique (%) 85.6%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 315.04
Minimum -1
Maximum 69138000
Zeros (%) 14.3%

Quantile statistics

Minimum -1
5-th percentile -0.67082
Q1 -0.11669
Median 0
Q3 0.076026
95-th percentile 1.3935
Maximum 69138000
Range 69138000
Interquartile range 0.19271

Descriptive statistics

Standard deviation 126740
Coef of variation 402.32
Kurtosis 295140
Mean 315.04
MAD 628.61
Skewness 541.22
Sum 94511000
Variance 16064000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 42941 14.3%
 
-1.0 47 0.0%
 
1.89e-05 4 0.0%
 
3.31e-05 4 0.0%
 
8.74e-05 4 0.0%
 
5.3e-05 3 0.0%
 
2.92e-05 3 0.0%
 
1.83e-05 3 0.0%
 
1.33e-05 3 0.0%
 
7.54e-05 3 0.0%
 
Other values (256753) 256985 85.7%
 

Minimum 5 values

Value Count Frequency (%)  
-1.0 47 0.0%
 
-0.999999946 1 0.0%
 
-0.999999884 1 0.0%
 
-0.999999876 1 0.0%
 
-0.999999874 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1760344.83 1 0.0%
 
1846034.48 1 0.0%
 
2165518.07 1 0.0%
 
4169414.45 1 0.0%
 
69137931.03 1 0.0%
 

CR_AMB_Drop_Build_2
Numeric

Distinct count 256666
Unique (%) 85.6%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 85.682
Minimum -1
Maximum 1931400
Zeros (%) 14.4%

Quantile statistics

Minimum -1
5-th percentile -0.60344
Q1 -0.088758
Median 0
Q3 0.10313
95-th percentile 1.9492
Maximum 1931400
Range 1931400
Interquartile range 0.19189

Descriptive statistics

Standard deviation 8939.5
Coef of variation 104.33
Kurtosis 23180
Mean 85.682
MAD 170.04
Skewness 143.04
Sum 25705000
Variance 79915000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 43074 14.4%
 
-1.0 22 0.0%
 
3.38e-05 6 0.0%
 
2.88e-05 3 0.0%
 
2.47e-05 3 0.0%
 
3.58e-05 3 0.0%
 
8.55e-05 3 0.0%
 
4.28e-05 3 0.0%
 
3.46e-05 3 0.0%
 
6.35e-05 3 0.0%
 
Other values (256656) 256877 85.6%
 

Minimum 5 values

Value Count Frequency (%)  
-1.0 22 0.0%
 
-0.999999952 1 0.0%
 
-0.99999993 1 0.0%
 
-0.999999919 1 0.0%
 
-0.999999644 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1320682.72 1 0.0%
 
1488968.67 1 0.0%
 
1515304.98 1 0.0%
 
1647282.29 1 0.0%
 
1931398.05 1 0.0%
 

CR_AMB_Drop_Build_3
Numeric

Distinct count 255996
Unique (%) 85.3%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 168.35
Minimum -1
Maximum 7666000
Zeros (%) 14.5%

Quantile statistics

Minimum -1
5-th percentile -0.46606
Q1 -0.050577
Median 0
Q3 0.14636
95-th percentile 2.4931
Maximum 7666000
Range 7666000
Interquartile range 0.19694

Descriptive statistics

Standard deviation 22058
Coef of variation 131.03
Kurtosis 80339
Mean 168.35
MAD 334.6
Skewness 266.03
Sum 50504000
Variance 486560000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 43518 14.5%
 
-1.0 14 0.0%
 
8.17e-05 6 0.0%
 
1.46e-05 5 0.0%
 
8.08e-05 5 0.0%
 
5.99e-05 5 0.0%
 
6.88e-05 5 0.0%
 
1.83e-05 5 0.0%
 
3.09e-05 5 0.0%
 
8.03e-05 4 0.0%
 
Other values (255986) 256428 85.5%
 

Minimum 5 values

Value Count Frequency (%)  
-1.0 14 0.0%
 
-0.999998853 1 0.0%
 
-0.999958717 1 0.0%
 
-0.999953379 1 0.0%
 
-0.9999503 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1673817.3 1 0.0%
 
1743547.99 1 0.0%
 
5643050.07 1 0.0%
 
5900677.42 1 0.0%
 
7666011.69 1 0.0%
 

CR_AMB_Drop_Build_4
Numeric

Distinct count 257156
Unique (%) 85.7%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 258.54
Minimum -1
Maximum 46640000
Zeros (%) 14.0%

Quantile statistics

Minimum -1
5-th percentile -0.51592
Q1 -0.055411
Median 0
Q3 0.12696
95-th percentile 1.8246
Maximum 46640000
Range 46640000
Interquartile range 0.18237

Descriptive statistics

Standard deviation 86318
Coef of variation 333.87
Kurtosis 284210
Mean 258.54
MAD 515.39
Skewness 527.16
Sum 77562000
Variance 7450700000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 42025 14.0%
 
-1.0 41 0.0%
 
7.2e-05 6 0.0%
 
1.43e-05 6 0.0%
 
3.41e-05 6 0.0%
 
1.31e-05 6 0.0%
 
5.39e-05 5 0.0%
 
4.37e-05 5 0.0%
 
2.61e-05 5 0.0%
 
7.13e-05 5 0.0%
 
Other values (257146) 257890 86.0%
 

Minimum 5 values

Value Count Frequency (%)  
-1.0 41 0.0%
 
-0.999996732 1 0.0%
 
-0.999993405 1 0.0%
 
-0.999989033 1 0.0%
 
-0.999964198 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1249441.68 1 0.0%
 
2807539.31 1 0.0%
 
3112983.51 1 0.0%
 
5791359.31 1 0.0%
 
46640256.13 1 0.0%
 

CR_AMB_Drop_Build_5
Numeric

Distinct count 292274
Unique (%) 97.4%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 231.79
Minimum -1
Maximum 24433000
Zeros (%) 0.1%

Quantile statistics

Minimum -1
5-th percentile -0.52436
Q1 -0.041468
Median 0.019375
Q3 0.15106
95-th percentile 1.9501
Maximum 24433000
Range 24433000
Interquartile range 0.19253

Descriptive statistics

Standard deviation 48267
Coef of variation 208.24
Kurtosis 220060
Mean 231.79
MAD 461.77
Skewness 444.38
Sum 69537000
Variance 2329700000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 181 0.1%
 
-1.0 32 0.0%
 
0.019373577 11 0.0%
 
0.019373231 11 0.0%
 
0.019373373 10 0.0%
 
0.019373909 10 0.0%
 
0.019373349 10 0.0%
 
0.01937341 10 0.0%
 
0.019372935 9 0.0%
 
0.019373495 9 0.0%
 
Other values (292264) 299707 99.9%
 

Minimum 5 values

Value Count Frequency (%)  
-1.0 32 0.0%
 
-0.99999878 1 0.0%
 
-0.999997007 1 0.0%
 
-0.99970784 1 0.0%
 
-0.999624051 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
2846804.52 1 0.0%
 
2849228.2 1 0.0%
 
4806451.61 1 0.0%
 
5822882.0 1 0.0%
 
24433413.77 1 0.0%
 

CR_AMB_Prev1
Highly correlated

This variable is highly correlated with EOP_prev1 and should be ignored for analysis

Correlation 0.9832

CR_AMB_Prev2
Highly correlated

This variable is highly correlated with EOP_prev2 and should be ignored for analysis

Correlation 0.96515

CR_AMB_Prev3
Highly correlated

This variable is highly correlated with EOP_prev3 and should be ignored for analysis

Correlation 0.90963

CR_AMB_Prev4
Highly correlated

This variable is highly correlated with EOP_prev4 and should be ignored for analysis

Correlation 0.91434

CR_AMB_Prev5
Highly correlated

This variable is highly correlated with EOP_prev5 and should be ignored for analysis

Correlation 0.90897

CR_AMB_Prev6
Highly correlated

This variable is highly correlated with EOP_prev6 and should be ignored for analysis

Correlation 0.94232

CV_Closed_PrevQ1
Numeric

Distinct count 2
Unique (%) 2.6%
Missing (%) 100.0%
Missing (n) 299924
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 76
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 76 0.0%
 
(Missing) 299924 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 76 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 76 0.0%
 

CV_DATE
Numeric

Distinct count 3
Unique (%) 0.4%
Missing (%) 99.8%
Missing (n) 299328
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.4821
Minimum 1
Maximum 2
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 2
95-th percentile 2
Maximum 2
Range 1
Interquartile range 1

Descriptive statistics

Standard deviation 0.50005
Coef of variation 0.33739
Kurtosis -2.0008
Mean 1.4821
MAD 0.49936
Skewness 0.071634
Sum 996
Variance 0.25005
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 348 0.1%
 
2.0 324 0.1%
 
(Missing) 299328 99.8%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 348 0.1%
 
2.0 324 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 348 0.1%
 
2.0 324 0.1%
 

CV_PREM_CLOSED_PREVQ1
Numeric

Distinct count 2
Unique (%) 16.7%
Missing (%) 100.0%
Missing (n) 299988
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 12
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 12 0.0%
 
(Missing) 299988 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 12 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 12 0.0%
 

CV_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 0.3%
Missing (%) 99.8%
Missing (n) 299328
Y
 
672
(Missing)
299328
Value Count Frequency (%)  
Y 672 0.2%
 
(Missing) 299328 99.8%
 

C_prev1
Numeric

Distinct count 65922
Unique (%) 22.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 248430
Minimum 0
Maximum 1878300000
Zeros (%) 56.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 50000
95-th percentile 688060
Maximum 1878300000
Range 1878300000
Interquartile range 50000

Descriptive statistics

Standard deviation 5854400
Coef of variation 23.566
Kurtosis 45388
Mean 248430
MAD 402640
Skewness 181.88
Sum 74529000000
Variance 34274000000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 168702 56.2%
 
100000.0 2285 0.8%
 
50000.0 2201 0.7%
 
20000.0 1920 0.6%
 
10000.0 1788 0.6%
 
30000.0 1450 0.5%
 
25000.0 1440 0.5%
 
40000.0 1406 0.5%
 
200000.0 1403 0.5%
 
15000.0 1208 0.4%
 
Other values (65912) 116197 38.7%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 168702 56.2%
 
0.01 1 0.0%
 
0.02 1 0.0%
 
0.04 2 0.0%
 
0.07 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
835710584.0 1 0.0%
 
858889162.4 1 0.0%
 
918622656.2 1 0.0%
 
1047209115.0 1 0.0%
 
1878329272.0 1 0.0%
 

C_prev2
Numeric

Distinct count 68827
Unique (%) 22.9%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 239000
Minimum 0
Maximum 1698200000
Zeros (%) 54.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 54000
95-th percentile 711100
Maximum 1698200000
Range 1698200000
Interquartile range 54000

Descriptive statistics

Standard deviation 4599000
Coef of variation 19.242
Kurtosis 67577
Mean 239000
MAD 380720
Skewness 212.7
Sum 71701000000
Variance 21151000000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 164787 54.9%
 
100000.0 2379 0.8%
 
50000.0 2171 0.7%
 
20000.0 1815 0.6%
 
10000.0 1724 0.6%
 
200000.0 1551 0.5%
 
30000.0 1483 0.5%
 
25000.0 1483 0.5%
 
40000.0 1446 0.5%
 
45000.0 1120 0.4%
 
Other values (68817) 120041 40.0%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 164787 54.9%
 
0.01 2 0.0%
 
0.02 2 0.0%
 
0.04 2 0.0%
 
0.05 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
412314566.0 1 0.0%
 
513085738.5 1 0.0%
 
563498486.1 1 0.0%
 
823665479.0 1 0.0%
 
1698239301.0 1 0.0%
 

C_prev3
Numeric

Distinct count 68661
Unique (%) 22.9%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 272490
Minimum 0
Maximum 1136500000
Zeros (%) 54.4%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 58454
95-th percentile 741500
Maximum 1136500000
Range 1136500000
Interquartile range 58454

Descriptive statistics

Standard deviation 5648600
Coef of variation 20.729
Kurtosis 19965
Mean 272490
MAD 438120
Skewness 124.27
Sum 81747000000
Variance 31906000000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 163093 54.4%
 
100000.0 2656 0.9%
 
50000.0 2271 0.8%
 
20000.0 1824 0.6%
 
10000.0 1771 0.6%
 
40000.0 1603 0.5%
 
200000.0 1570 0.5%
 
25000.0 1502 0.5%
 
30000.0 1443 0.5%
 
15000.0 1190 0.4%
 
Other values (68651) 121077 40.4%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 163093 54.4%
 
0.02 3 0.0%
 
0.03 2 0.0%
 
0.06 1 0.0%
 
0.07 3 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
813203663.6 1 0.0%
 
835167489.0 1 0.0%
 
1034601226.0 1 0.0%
 
1116357682.0 1 0.0%
 
1136489793.0 1 0.0%
 

C_prev4
Numeric

Distinct count 64249
Unique (%) 21.4%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 200460
Minimum 0
Maximum 1329000000
Zeros (%) 55.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 49500
95-th percentile 565000
Maximum 1329000000
Range 1329000000
Interquartile range 49500

Descriptive statistics

Standard deviation 4331500
Coef of variation 21.607
Kurtosis 56446
Mean 200460
MAD 319500
Skewness 208.73
Sum 60139000000
Variance 18762000000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 167721 55.9%
 
100000.0 2556 0.9%
 
50000.0 2225 0.7%
 
20000.0 1927 0.6%
 
10000.0 1773 0.6%
 
30000.0 1585 0.5%
 
40000.0 1559 0.5%
 
25000.0 1467 0.5%
 
200000.0 1418 0.5%
 
15000.0 1221 0.4%
 
Other values (64239) 116548 38.8%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 167721 55.9%
 
0.01 2 0.0%
 
0.08 1 0.0%
 
0.1 1 0.0%
 
0.11 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
270000000.0 1 0.0%
 
566832603.0 1 0.0%
 
818408926.0 1 0.0%
 
1226700000.0 1 0.0%
 
1328958509.0 1 0.0%
 

C_prev5
Numeric

Distinct count 66046
Unique (%) 22.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 236260
Minimum 0
Maximum 1970800000
Zeros (%) 54.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 50000
95-th percentile 625000
Maximum 1970800000
Range 1970800000
Interquartile range 50000

Descriptive statistics

Standard deviation 5530100
Coef of variation 23.407
Kurtosis 61776
Mean 236260
MAD 380100
Skewness 208.96
Sum 70877000000
Variance 30582000000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 164524 54.8%
 
100000.0 2532 0.8%
 
50000.0 2296 0.8%
 
20000.0 2034 0.7%
 
10000.0 1880 0.6%
 
30000.0 1591 0.5%
 
25000.0 1515 0.5%
 
40000.0 1510 0.5%
 
200000.0 1413 0.5%
 
15000.0 1257 0.4%
 
Other values (66036) 119448 39.8%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 164524 54.8%
 
0.03 1 0.0%
 
0.04 1 0.0%
 
0.09 1 0.0%
 
0.1 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
718518646.0 1 0.0%
 
790449497.0 1 0.0%
 
910674216.2 1 0.0%
 
921302172.0 1 0.0%
 
1970773268.0 1 0.0%
 

C_prev6
Numeric

Distinct count 64564
Unique (%) 21.5%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 228250
Minimum 0
Maximum 1127300000
Zeros (%) 55.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 49200
95-th percentile 600000
Maximum 1127300000
Range 1127300000
Interquartile range 49200

Descriptive statistics

Standard deviation 4572300
Coef of variation 20.032
Kurtosis 32061
Mean 228250
MAD 368850
Skewness 153.61
Sum 68475000000
Variance 20906000000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 165479 55.2%
 
100000.0 2407 0.8%
 
50000.0 2377 0.8%
 
20000.0 2099 0.7%
 
10000.0 2046 0.7%
 
30000.0 1661 0.6%
 
25000.0 1584 0.5%
 
40000.0 1577 0.5%
 
200000.0 1480 0.5%
 
15000.0 1328 0.4%
 
Other values (64554) 117962 39.3%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 165479 55.2%
 
0.03 1 0.0%
 
0.04 1 0.0%
 
0.05 1 0.0%
 
0.06 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
558413736.0 1 0.0%
 
572956677.3 1 0.0%
 
948375062.3 1 0.0%
 
1095676432.0 1 0.0%
 
1127329429.0 1 0.0%
 

Charges_PrevQ1
Numeric

Distinct count 48044
Unique (%) 16.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 219.54
Minimum -2910
Maximum 205300
Zeros (%) 59.0%

Quantile statistics

Minimum -2910
5-th percentile 0
Q1 0
Median 0
Q3 114.5
95-th percentile 1030.5
Maximum 205300
Range 208210
Interquartile range 114.5

Descriptive statistics

Standard deviation 1080.2
Coef of variation 4.9203
Kurtosis 6447.3
Mean 219.54
MAD 328.77
Skewness 50.929
Sum 65863000
Variance 1166900
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 176875 59.0%
 
286.25 5504 1.8%
 
57.25 3143 1.0%
 
28.63 2205 0.7%
 
114.5 2100 0.7%
 
5.73 1880 0.6%
 
343.5 1445 0.5%
 
383.49 1410 0.5%
 
17.18 1118 0.4%
 
572.5 994 0.3%
 
Other values (48034) 103326 34.4%
 

Minimum 5 values

Value Count Frequency (%)  
-2910.0 1 0.0%
 
-2520.0 1 0.0%
 
-2451.0 1 0.0%
 
-1992.0 4 0.0%
 
-1692.54 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
81929.04 1 0.0%
 
84074.9 1 0.0%
 
103407.27 1 0.0%
 
146250.85 1 0.0%
 
205296.61 1 0.0%
 

Charges_cnt_PrevQ1
Numeric

Distinct count 4
Unique (%) 0.0%
Missing (%) 59.8%
Missing (n) 179500
Infinite (%) 0.0%
Infinite (n) 0
Mean 2.0577
Minimum 1
Maximum 3
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 2
Q3 3
95-th percentile 3
Maximum 3
Range 2
Interquartile range 2

Descriptive statistics

Standard deviation 0.8986
Coef of variation 0.4367
Kurtosis -1.7521
Mean 2.0577
MAD 0.81838
Skewness -0.11335
Sum 247950
Variance 0.80748
Memory size 2.3 MiB
Value Count Frequency (%)  
3.0 52326 17.4%
 
1.0 45375 15.1%
 
2.0 22799 7.6%
 
(Missing) 179500 59.8%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 45375 15.1%
 
2.0 22799 7.6%
 
3.0 52326 17.4%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 45375 15.1%
 
2.0 22799 7.6%
 
3.0 52326 17.4%
 

Charges_cnt_PrevQ1_N
Categorical

Distinct count 4
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
A_MISSING
179500
D_3
52326
B_1
45375
Value Count Frequency (%)  
A_MISSING 179500 59.8%
 
D_3 52326 17.4%
 
B_1 45375 15.1%
 
C_2 22799 7.6%
 

Complaint_Logged_PrevQ1
Numeric

Distinct count 5
Unique (%) 0.2%
Missing (%) 99.0%
Missing (n) 297114
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.07727
Minimum 0
Maximum 3
Zeros (%) 0.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 1
Maximum 3
Range 3
Interquartile range 0

Descriptive statistics

Standard deviation 0.29541
Coef of variation 3.8231
Kurtosis 20.305
Mean 0.07727
MAD 0.14372
Skewness 4.2154
Sum 223
Variance 0.087268
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 2684 0.9%
 
1.0 183 0.1%
 
2.0 17 0.0%
 
3.0 2 0.0%
 
(Missing) 297114 99.0%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 2684 0.9%
 
1.0 183 0.1%
 
2.0 17 0.0%
 
3.0 2 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
0.0 2684 0.9%
 
1.0 183 0.1%
 
2.0 17 0.0%
 
3.0 2 0.0%
 

Complaint_Resolved_PrevQ1
Categorical

Distinct count 18
Unique (%) 8.9%
Missing (%) 99.9%
Missing (n) 299798
2.0
 
55
3.0
 
36
4.0
 
33
Other values (14)
 
78
(Missing)
299798
Value Count Frequency (%)  
2.0 55 0.0%
 
3.0 36 0.0%
 
4.0 33 0.0%
 
1.0 29 0.0%
 
5.0 14 0.0%
 
6.0 9 0.0%
 
> 8 0.0%
 
7.0 5 0.0%
 
8.0 3 0.0%
 
5 2 0.0%
 
Other values (7) 8 0.0%
 
(Missing) 299798 99.9%
 

DEMAT_CLOSED_PREV1YR
Numeric

Distinct count 2
Unique (%) 0.1%
Missing (%) 99.3%
Missing (n) 297909
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 2091
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 2091 0.7%
 
(Missing) 297909 99.3%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 2091 0.7%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 2091 0.7%
 

DEMAT_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 0.0%
Missing (%) 79.5%
Missing (n) 238386
Y
61614
(Missing)
238386
Value Count Frequency (%)  
Y 61614 20.5%
 
(Missing) 238386 79.5%
 

D_prev1
Highly correlated

This variable is highly correlated with C_prev1 and should be ignored for analysis

Correlation 0.93455

D_prev2
Highly correlated

This variable is highly correlated with C_prev2 and should be ignored for analysis

Correlation 0.9167

D_prev3
Numeric

Distinct count 100274
Unique (%) 33.4%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 278940
Minimum 0
Maximum 1705000000
Zeros (%) 43.4%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 6097.3
Q3 90000
95-th percentile 900790
Maximum 1705000000
Range 1705000000
Interquartile range 90000

Descriptive statistics

Standard deviation 5690200
Coef of variation 20.399
Kurtosis 40644
Mean 278940
MAD 428940
Skewness 175.37
Sum 83682000000
Variance 32379000000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 130305 43.4%
 
10000.0 2670 0.9%
 
20000.0 2596 0.9%
 
100000.0 2235 0.7%
 
50000.0 2093 0.7%
 
5000.0 1572 0.5%
 
200000.0 1428 0.5%
 
25000.0 1334 0.4%
 
30000.0 1333 0.4%
 
40000.0 1286 0.4%
 
Other values (100264) 153148 51.0%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 130305 43.4%
 
0.02 2 0.0%
 
0.7 1 0.0%
 
1.0 6 0.0%
 
1.11 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
677324413.7 1 0.0%
 
784125000.0 1 0.0%
 
1116365852.0 1 0.0%
 
1133995553.0 1 0.0%
 
1705033347.0 1 0.0%
 

D_prev4
Numeric

Distinct count 91897
Unique (%) 30.6%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 203640
Minimum 0
Maximum 1329000000
Zeros (%) 47.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 1764
Q3 59596
95-th percentile 600000
Maximum 1329000000
Range 1329000000
Interquartile range 59596

Descriptive statistics

Standard deviation 4596100
Coef of variation 22.57
Kurtosis 41822
Mean 203640
MAD 316860
Skewness 181.08
Sum 61091000000
Variance 21124000000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 141680 47.2%
 
10000.0 2693 0.9%
 
20000.0 2625 0.9%
 
100000.0 2159 0.7%
 
50000.0 2038 0.7%
 
5000.0 1438 0.5%
 
40000.0 1392 0.5%
 
30000.0 1310 0.4%
 
200000.0 1270 0.4%
 
25000.0 1238 0.4%
 
Other values (91887) 142157 47.4%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 141680 47.2%
 
0.01 1 0.0%
 
0.67 1 0.0%
 
1.0 20 0.0%
 
1.16 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
566400000.0 1 0.0%
 
577898410.0 1 0.0%
 
959919909.0 1 0.0%
 
1046685305.0 1 0.0%
 
1328958509.0 1 0.0%
 

D_prev5
Numeric

Distinct count 96700
Unique (%) 32.2%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 239640
Minimum 0
Maximum 1184200000
Zeros (%) 45.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 4100
Q3 71000
95-th percentile 716470
Maximum 1184200000
Range 1184200000
Interquartile range 71000

Descriptive statistics

Standard deviation 4392400
Coef of variation 18.329
Kurtosis 27098
Mean 239640
MAD 371980
Skewness 138.06
Sum 71891000000
Variance 19294000000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 135174 45.1%
 
10000.0 2659 0.9%
 
20000.0 2481 0.8%
 
100000.0 2162 0.7%
 
50000.0 1963 0.7%
 
5000.0 1509 0.5%
 
200000.0 1327 0.4%
 
40000.0 1282 0.4%
 
30000.0 1254 0.4%
 
25000.0 1215 0.4%
 
Other values (96690) 148974 49.7%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 135174 45.1%
 
0.9 1 0.0%
 
1.0 17 0.0%
 
1.2 1 0.0%
 
1.6 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
517921814.0 1 0.0%
 
527178064.0 1 0.0%
 
718587935.2 1 0.0%
 
788164127.3 1 0.0%
 
1184219647.0 1 0.0%
 

D_prev6
Numeric

Distinct count 92990
Unique (%) 31.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 229040
Minimum 0
Maximum 1553800000
Zeros (%) 45.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 3000
Q3 67000
95-th percentile 716610
Maximum 1553800000
Range 1553800000
Interquartile range 67000

Descriptive statistics

Standard deviation 4202800
Coef of variation 18.349
Kurtosis 68997
Mean 229040
MAD 355620
Skewness 217.97
Sum 68713000000
Variance 17663000000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 137487 45.8%
 
10000.0 2794 0.9%
 
20000.0 2510 0.8%
 
100000.0 2357 0.8%
 
50000.0 2175 0.7%
 
5000.0 1673 0.6%
 
200000.0 1372 0.5%
 
30000.0 1368 0.5%
 
40000.0 1363 0.5%
 
1000.0 1347 0.4%
 
Other values (92980) 145554 48.5%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 137487 45.8%
 
0.01 1 0.0%
 
0.1 1 0.0%
 
1.0 9 0.0%
 
2.0 2 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
450989296.0 1 0.0%
 
465000000.0 1 0.0%
 
573218910.0 1 0.0%
 
782011561.0 1 0.0%
 
1553800718.0 1 0.0%
 

Dmat_Investing_PrevQ1
Numeric

Distinct count 39295
Unique (%) 13.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 1732600
Minimum 0
Maximum 39470000000
Zeros (%) 85.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 1131600
Maximum 39470000000
Range 39470000000
Interquartile range 0

Descriptive statistics

Standard deviation 99862000
Coef of variation 57.636
Kurtosis 94030
Mean 1732600
MAD 3250800
Skewness 270.93
Sum 519790000000
Variance 9972300000000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 256918 85.6%
 
20000.0 405 0.1%
 
1201.5 245 0.1%
 
1112.5 166 0.1%
 
158.75 75 0.0%
 
40000.0 67 0.0%
 
1587.5 49 0.0%
 
15875.0 43 0.0%
 
1068.0 41 0.0%
 
793.75 38 0.0%
 
Other values (39285) 41953 14.0%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 256918 85.6%
 
0.02 1 0.0%
 
0.35 7 0.0%
 
0.6 2 0.0%
 
0.8 5 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
9074787082.0 1 0.0%
 
9777652319.0 1 0.0%
 
11643148721.0 1 0.0%
 
23955229731.0 1 0.0%
 
39470000000.0 1 0.0%
 

Dmat_Investing_PrevQ2
Numeric

Distinct count 38030
Unique (%) 12.7%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 1704200
Minimum 0
Maximum 31109000000
Zeros (%) 86.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 1110200
Maximum 31109000000
Range 31109000000
Interquartile range 0

Descriptive statistics

Standard deviation 83882000
Coef of variation 49.22
Kurtosis 68380
Mean 1704200
MAD 3198900
Skewness 218.31
Sum 511270000000
Variance 7036100000000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 258535 86.2%
 
20000.0 314 0.1%
 
1161.0 237 0.1%
 
1075.0 168 0.1%
 
40000.0 122 0.0%
 
28800.0 112 0.0%
 
48800.0 44 0.0%
 
1032.0 43 0.0%
 
3351.55 34 0.0%
 
1000000.0 32 0.0%
 
Other values (38020) 40359 13.5%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 258535 86.2%
 
0.02 1 0.0%
 
0.09 1 0.0%
 
0.45 2 0.0%
 
0.5 6 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
9572523699.0 1 0.0%
 
9816078114.0 1 0.0%
 
10614940869.0 1 0.0%
 
12540617846.0 1 0.0%
 
31108761516.0 1 0.0%
 

EDU_Closed_PrevQ1
Constant

This variable is constant and should be ignored for analysis

Constant value

EDU_DATE
Numeric

Distinct count 3
Unique (%) 27.3%
Missing (%) 100.0%
Missing (n) 299989
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.1818
Minimum 1
Maximum 2
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 2
Maximum 2
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.40452
Coef of variation 0.34229
Kurtosis 2.037
Mean 1.1818
MAD 0.29752
Skewness 1.9227
Sum 13
Variance 0.16364
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 9 0.0%
 
2.0 2 0.0%
 
(Missing) 299989 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 9 0.0%
 
2.0 2 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 9 0.0%
 
2.0 2 0.0%
 

EDU_PREM_CLOSED_PREVQ1
Constant

This variable is constant and should be ignored for analysis

Constant value

EDU_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 18.2%
Missing (%) 100.0%
Missing (n) 299989
Y
 
11
(Missing)
299989
Value Count Frequency (%)  
Y 11 0.0%
 
(Missing) 299989 100.0%
 

EFT_SELF_TRANSFER_PrevQ1
Categorical

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
N
296988
Y
 
3012
Value Count Frequency (%)  
N 296988 99.0%
 
Y 3012 1.0%
 

EMAIL_UNSUBSCRIBE
Categorical

Distinct count 2
Unique (%) 0.0%
Missing (%) 95.3%
Missing (n) 286003
Y
 
13997
(Missing)
286003
Value Count Frequency (%)  
Y 13997 4.7%
 
(Missing) 286003 95.3%
 

ENGAGEMENT_TAG_prev1
Categorical

Distinct count 5
Unique (%) 0.0%
Missing (%) 0.1%
Missing (n) 186
LOW
148584
HIGH
87319
MEDIUM
63813
(Missing)
 
186
Value Count Frequency (%)  
LOW 148584 49.5%
 
HIGH 87319 29.1%
 
MEDIUM 63813 21.3%
 
NO 98 0.0%
 
(Missing) 186 0.1%
 

EOP_prev1
Highly correlated

This variable is highly correlated with BAL_prev1 and should be ignored for analysis

Correlation 0.9832

EOP_prev2
Highly correlated

This variable is highly correlated with BAL_prev2 and should be ignored for analysis

Correlation 0.96516

EOP_prev3
Highly correlated

This variable is highly correlated with BAL_prev3 and should be ignored for analysis

Correlation 0.90963

EOP_prev4
Highly correlated

This variable is highly correlated with BAL_prev4 and should be ignored for analysis

Correlation 0.91434

EOP_prev5
Highly correlated

This variable is highly correlated with BAL_prev5 and should be ignored for analysis

Correlation 0.909

EOP_prev6
Highly correlated

This variable is highly correlated with BAL_prev6 and should be ignored for analysis

Correlation 0.94235

FD_AMOUNT_BOOK_PrevQ1
Numeric

Distinct count 53022
Unique (%) 17.7%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 515200
Minimum 0
Maximum 854830000
Zeros (%) 66.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 124250
95-th percentile 2218000
Maximum 854830000
Range 854830000
Interquartile range 124250

Descriptive statistics

Standard deviation 4353100
Coef of variation 8.4495
Kurtosis 11485
Mean 515200
MAD 803460
Skewness 82.179
Sum 154560000000
Variance 18950000000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 199633 66.5%
 
100000.0 3724 1.2%
 
500000.0 2910 1.0%
 
200000.0 2532 0.8%
 
1000000.0 2075 0.7%
 
300000.0 1865 0.6%
 
50000.0 1577 0.5%
 
400000.0 1511 0.5%
 
600000.0 1087 0.4%
 
150000.0 1078 0.4%
 
Other values (53012) 82008 27.3%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 199633 66.5%
 
1.0 1 0.0%
 
1.11 1 0.0%
 
1.26 1 0.0%
 
1.27 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
477680000.0 1 0.0%
 
519295838.0 1 0.0%
 
523938572.2 1 0.0%
 
776136668.0 1 0.0%
 
854833992.8 1 0.0%
 

FD_AMOUNT_BOOK_PrevQ2
Numeric

Distinct count 50606
Unique (%) 16.9%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 483390
Minimum 0
Maximum 1170000000
Zeros (%) 66.4%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 119090
95-th percentile 2093200
Maximum 1170000000
Range 1170000000
Interquartile range 119090

Descriptive statistics

Standard deviation 4307300
Coef of variation 8.9105
Kurtosis 23583
Mean 483390
MAD 752710
Skewness 114.43
Sum 145020000000
Variance 18552000000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 199325 66.4%
 
100000.0 4153 1.4%
 
500000.0 2997 1.0%
 
200000.0 2703 0.9%
 
1000000.0 2083 0.7%
 
300000.0 1872 0.6%
 
50000.0 1754 0.6%
 
400000.0 1614 0.5%
 
150000.0 1128 0.4%
 
600000.0 1116 0.4%
 
Other values (50596) 81255 27.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 199325 66.4%
 
1.0 1 0.0%
 
1.11 1 0.0%
 
1.26 1 0.0%
 
1.27 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
470000000.0 1 0.0%
 
484877110.2 1 0.0%
 
487289856.0 1 0.0%
 
757010347.2 1 0.0%
 
1170000000.0 1 0.0%
 

FD_CLOSED_PREVQ1
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 91.9%
Missing (n) 275748
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 24252
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 24252 8.1%
 
(Missing) 275748 91.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 24252 8.1%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 24252 8.1%
 

FD_PREM_CLOSED_PREVQ1
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 96.7%
Missing (n) 290173
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 9827
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 9827 3.3%
 
(Missing) 290173 96.7%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 9827 3.3%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 9827 3.3%
 

FD_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 0.0%
Missing (%) 66.5%
Missing (n) 199477
Y
100523
(Missing)
199477
Value Count Frequency (%)  
Y 100523 33.5%
 
(Missing) 199477 66.5%
 

FINAL_WORTH_prev1
Categorical

Distinct count 4
Unique (%) 0.0%
Missing (%) 0.1%
Missing (n) 186
HIGH
222672
MEDIUM
75274
LOW
 
1868
(Missing)
 
186
Value Count Frequency (%)  
HIGH 222672 74.2%
 
MEDIUM 75274 25.1%
 
LOW 1868 0.6%
 
(Missing) 186 0.1%
 

FRX_PrevQ1
Numeric

Distinct count 2
Unique (%) 3.3%
Missing (%) 100.0%
Missing (n) 299939
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 61
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 61 0.0%
 
(Missing) 299939 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 61 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 61 0.0%
 

FRX_PrevQ1_N
Categorical

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
A_MISSING
299939
B_1
 
61
Value Count Frequency (%)  
A_MISSING 299939 100.0%
 
B_1 61 0.0%
 

GL_Closed_PrevQ1
Numeric

Distinct count 2
Unique (%) 0.8%
Missing (%) 99.9%
Missing (n) 299756
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 244
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 244 0.1%
 
(Missing) 299756 99.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 244 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 244 0.1%
 

GL_DATE
Numeric

Distinct count 3
Unique (%) 0.1%
Missing (%) 99.3%
Missing (n) 297821
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.8417
Minimum 1
Maximum 2
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 2
Median 2
Q3 2
95-th percentile 2
Maximum 2
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.36513
Coef of variation 0.19826
Kurtosis 1.5103
Mean 1.8417
MAD 0.26652
Skewness -1.8732
Sum 4013
Variance 0.13332
Memory size 2.3 MiB
Value Count Frequency (%)  
2.0 1834 0.6%
 
1.0 345 0.1%
 
(Missing) 297821 99.3%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 345 0.1%
 
2.0 1834 0.6%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 345 0.1%
 
2.0 1834 0.6%
 

GL_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 0.1%
Missing (%) 99.3%
Missing (n) 297821
Y
 
2179
(Missing)
297821
Value Count Frequency (%)  
Y 2179 0.7%
 
(Missing) 297821 99.3%
 

HL_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 0.0%
Missing (%) 97.9%
Missing (n) 293623
Y
 
6377
(Missing)
293623
Value Count Frequency (%)  
Y 6377 2.1%
 
(Missing) 293623 97.9%
 

HNW_CATEGORY
Categorical

Distinct count 3
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
2_Preferred
154549
3_Classic
107078
1_Imperia
38373
Value Count Frequency (%)  
2_Preferred 154549 51.5%
 
3_Classic 107078 35.7%
 
1_Imperia 38373 12.8%
 

IB_C_prev1
Numeric

Distinct count 5672
Unique (%) 1.9%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 12777
Minimum 0
Maximum 325930000
Zeros (%) 97.4%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 325930000
Range 325930000
Interquartile range 0

Descriptive statistics

Standard deviation 777750
Coef of variation 60.871
Kurtosis 113990
Mean 12777
MAD 25146
Skewness 301.12
Sum 3833100000
Variance 604890000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 292177 97.4%
 
1000.0 487 0.2%
 
5000.0 167 0.1%
 
10000.0 154 0.1%
 
2000.0 137 0.0%
 
3000.0 55 0.0%
 
100000.0 50 0.0%
 
50000.0 48 0.0%
 
20000.0 47 0.0%
 
15000.0 43 0.0%
 
Other values (5662) 6635 2.2%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 292177 97.4%
 
0.02 1 0.0%
 
0.15 1 0.0%
 
0.33 1 0.0%
 
1.5 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
58762650.0 1 0.0%
 
58861369.02 1 0.0%
 
93300000.0 1 0.0%
 
182596292.0 1 0.0%
 
325934845.3 1 0.0%
 

IB_C_prev2
Numeric

Distinct count 4870
Unique (%) 1.6%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 11545
Minimum 0
Maximum 110600000
Zeros (%) 97.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 110600000
Range 110600000
Interquartile range 0

Descriptive statistics

Standard deviation 487350
Coef of variation 42.212
Kurtosis 24932
Mean 11545
MAD 22745
Skewness 137.68
Sum 3463600000
Variance 237510000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 293376 97.8%
 
1000.0 324 0.1%
 
5000.0 168 0.1%
 
10000.0 147 0.0%
 
2000.0 135 0.0%
 
3000.0 51 0.0%
 
20000.0 50 0.0%
 
4000.0 47 0.0%
 
15000.0 46 0.0%
 
1000000.0 45 0.0%
 
Other values (4860) 5611 1.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 293376 97.8%
 
0.19 1 0.0%
 
0.36 1 0.0%
 
0.39 1 0.0%
 
1.96 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
66769584.98 1 0.0%
 
75000000.0 1 0.0%
 
78813756.03 1 0.0%
 
110000000.0 1 0.0%
 
110600000.0 1 0.0%
 

IB_C_prev3
Numeric

Distinct count 5193
Unique (%) 1.7%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 14500
Minimum 0
Maximum 153000000
Zeros (%) 97.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 153000000
Range 153000000
Interquartile range 0

Descriptive statistics

Standard deviation 552940
Coef of variation 38.133
Kurtosis 28952
Mean 14500
MAD 28551
Skewness 141.38
Sum 4350100000
Variance 305740000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 292672 97.6%
 
1000.0 695 0.2%
 
2000.0 159 0.1%
 
5000.0 152 0.1%
 
10000.0 139 0.0%
 
100000.0 58 0.0%
 
1000000.0 57 0.0%
 
3000.0 50 0.0%
 
50000.0 46 0.0%
 
15000.0 44 0.0%
 
Other values (5183) 5928 2.0%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 292672 97.6%
 
0.02 1 0.0%
 
0.08 1 0.0%
 
0.17 1 0.0%
 
0.8 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
61500000.0 1 0.0%
 
80000000.0 1 0.0%
 
90106056.07 1 0.0%
 
99925251.6 1 0.0%
 
153000000.0 1 0.0%
 

IB_C_prev4
Numeric

Distinct count 4205
Unique (%) 1.4%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 7071.4
Minimum 0
Maximum 41800000
Zeros (%) 98.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 41800000
Range 41800000
Interquartile range 0

Descriptive statistics

Standard deviation 222130
Coef of variation 31.413
Kurtosis 12410
Mean 7071.4
MAD 13937
Skewness 91.784
Sum 2121400000
Variance 49344000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 293955 98.0%
 
1000.0 384 0.1%
 
5000.0 104 0.0%
 
10000.0 97 0.0%
 
2000.0 94 0.0%
 
200000.0 45 0.0%
 
100000.0 44 0.0%
 
3000.0 44 0.0%
 
2688.0 39 0.0%
 
1000000.0 37 0.0%
 
Other values (4195) 5157 1.7%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 293955 98.0%
 
1.39 1 0.0%
 
1.53 1 0.0%
 
2.01 1 0.0%
 
2.12 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
23864778.0 1 0.0%
 
30000000.0 1 0.0%
 
30539909.64 1 0.0%
 
40242514.57 1 0.0%
 
41800000.0 1 0.0%
 

IB_C_prev5
Numeric

Distinct count 3936
Unique (%) 1.3%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 13133
Minimum 0
Maximum 333700000
Zeros (%) 98.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 333700000
Range 333700000
Interquartile range 0

Descriptive statistics

Standard deviation 977070
Coef of variation 74.399
Kurtosis 83130
Mean 13133
MAD 25928
Skewness 263.94
Sum 3939900000
Variance 954670000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 294554 98.2%
 
1000.0 356 0.1%
 
10000.0 130 0.0%
 
5000.0 127 0.0%
 
2000.0 93 0.0%
 
20000.0 45 0.0%
 
100000.0 43 0.0%
 
200000.0 40 0.0%
 
500000.0 37 0.0%
 
50000.0 37 0.0%
 
Other values (3926) 4538 1.5%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 294554 98.2%
 
1.86 1 0.0%
 
2.18 1 0.0%
 
3.14 1 0.0%
 
4.69 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
68639406.74 1 0.0%
 
80000000.0 1 0.0%
 
150114000.0 1 0.0%
 
313700000.0 1 0.0%
 
333700000.0 1 0.0%
 

IB_C_prev6
Numeric

Distinct count 4492
Unique (%) 1.5%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 14857
Minimum 0
Maximum 260000000
Zeros (%) 97.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 0
Maximum 260000000
Range 260000000
Interquartile range 0

Descriptive statistics

Standard deviation 783010
Coef of variation 52.704
Kurtosis 49369
Mean 14857
MAD 29300
Skewness 187.71
Sum 4457000000
Variance 613110000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 293224 97.7%
 
1000.0 642 0.2%
 
5000.0 149 0.0%
 
10000.0 139 0.0%
 
2000.0 138 0.0%
 
15000.0 53 0.0%
 
100000.0 52 0.0%
 
7500.0 50 0.0%
 
1000000.0 42 0.0%
 
3000.0 42 0.0%
 
Other values (4482) 5469 1.8%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 293224 97.7%
 
0.02 1 0.0%
 
0.12 1 0.0%
 
0.39 1 0.0%
 
1.47 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
100000000.0 1 0.0%
 
101000000.0 1 0.0%
 
121260479.0 1 0.0%
 
140200000.0 1 0.0%
 
260000000.0 1 0.0%
 

IB_D_prev1
Numeric

Distinct count 34313
Unique (%) 11.4%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 50296
Minimum 0
Maximum 500010000
Zeros (%) 81.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 123000
Maximum 500010000
Range 500010000
Interquartile range 0

Descriptive statistics

Standard deviation 1137600
Coef of variation 22.617
Kurtosis 126460
Mean 50296
MAD 89705
Skewness 303.71
Sum 15089000000
Variance 1294100000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 245136 81.7%
 
100000.0 943 0.3%
 
200000.0 773 0.3%
 
50000.0 752 0.3%
 
10000.0 742 0.2%
 
5000.0 482 0.2%
 
1000.0 479 0.2%
 
20000.0 473 0.2%
 
500000.0 393 0.1%
 
25000.0 375 0.1%
 
Other values (34303) 49452 16.5%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 245136 81.7%
 
0.1 1 0.0%
 
0.5 1 0.0%
 
1.0 11 0.0%
 
1.91 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
61606647.0 1 0.0%
 
100000000.0 1 0.0%
 
123085000.0 1 0.0%
 
158163490.9 1 0.0%
 
500010500.0 1 0.0%
 

IB_D_prev2
Numeric

Distinct count 36405
Unique (%) 12.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 51676
Minimum 0
Maximum 252430000
Zeros (%) 81.3%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 147340
Maximum 252430000
Range 252430000
Interquartile range 0

Descriptive statistics

Standard deviation 778440
Coef of variation 15.064
Kurtosis 40816
Mean 51676
MAD 91627
Skewness 152.07
Sum 15503000000
Variance 605980000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 243959 81.3%
 
100000.0 930 0.3%
 
200000.0 759 0.3%
 
50000.0 718 0.2%
 
10000.0 653 0.2%
 
5000.0 507 0.2%
 
20000.0 467 0.2%
 
1000.0 445 0.1%
 
500000.0 412 0.1%
 
300000.0 395 0.1%
 
Other values (36395) 50755 16.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 243959 81.3%
 
1.0 13 0.0%
 
1.12 1 0.0%
 
1.15 1 0.0%
 
1.21 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
61058013.0 1 0.0%
 
81062319.0 1 0.0%
 
94400000.0 1 0.0%
 
123160000.0 1 0.0%
 
252431268.0 1 0.0%
 

IB_D_prev3
Numeric

Distinct count 35164
Unique (%) 11.7%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 53841
Minimum 0
Maximum 405530000
Zeros (%) 81.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 150000
Maximum 405530000
Range 405530000
Interquartile range 0

Descriptive statistics

Standard deviation 983640
Coef of variation 18.269
Kurtosis 98188
Mean 53841
MAD 95517
Skewness 255.95
Sum 16152000000
Variance 967540000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 243435 81.1%
 
100000.0 1049 0.3%
 
50000.0 856 0.3%
 
10000.0 769 0.3%
 
200000.0 740 0.2%
 
5000.0 570 0.2%
 
1000.0 566 0.2%
 
20000.0 532 0.2%
 
25000.0 478 0.2%
 
30000.0 424 0.1%
 
Other values (35154) 50581 16.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 243435 81.1%
 
0.33 1 0.0%
 
1.0 5 0.0%
 
1.8 1 0.0%
 
2.0 3 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
78762701.74 1 0.0%
 
82200000.0 1 0.0%
 
112017386.1 1 0.0%
 
118680933.2 1 0.0%
 
405531780.0 1 0.0%
 

IB_D_prev4
Numeric

Distinct count 32518
Unique (%) 10.8%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 35685
Minimum 0
Maximum 119110000
Zeros (%) 83.3%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 93194
Maximum 119110000
Range 119110000
Interquartile range 0

Descriptive statistics

Standard deviation 447640
Coef of variation 12.544
Kurtosis 20856
Mean 35685
MAD 63992
Skewness 103.71
Sum 10706000000
Variance 200380000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 249849 83.3%
 
100000.0 776 0.3%
 
10000.0 619 0.2%
 
50000.0 613 0.2%
 
200000.0 566 0.2%
 
20000.0 451 0.2%
 
1000.0 435 0.1%
 
5000.0 419 0.1%
 
500000.0 317 0.1%
 
25000.0 313 0.1%
 
Other values (32508) 45642 15.2%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 249849 83.3%
 
0.67 1 0.0%
 
1.0 10 0.0%
 
1.35 1 0.0%
 
1.86 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
37000000.0 1 0.0%
 
57000000.0 1 0.0%
 
59502000.0 1 0.0%
 
65550000.0 1 0.0%
 
119105608.0 1 0.0%
 

IB_D_prev5
Numeric

Distinct count 34118
Unique (%) 11.4%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 43184
Minimum 0
Maximum 160220000
Zeros (%) 82.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 105180
Maximum 160220000
Range 160220000
Interquartile range 0

Descriptive statistics

Standard deviation 644710
Coef of variation 14.929
Kurtosis 22074
Mean 43184
MAD 77186
Skewness 119.77
Sum 12955000000
Variance 415640000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 247855 82.6%
 
100000.0 870 0.3%
 
200000.0 616 0.2%
 
10000.0 574 0.2%
 
50000.0 562 0.2%
 
5000.0 453 0.2%
 
20000.0 430 0.1%
 
1000.0 423 0.1%
 
500000.0 344 0.1%
 
25000.0 328 0.1%
 
Other values (34108) 47545 15.8%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 247855 82.6%
 
0.5 1 0.0%
 
1.0 7 0.0%
 
1.6 1 0.0%
 
1.63 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
83300000.0 1 0.0%
 
100210000.0 1 0.0%
 
105200000.0 1 0.0%
 
111100000.0 1 0.0%
 
160220125.1 1 0.0%
 

IB_D_prev6
Numeric

Distinct count 33170
Unique (%) 11.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 46552
Minimum 0
Maximum 186800000
Zeros (%) 82.3%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 113400
Maximum 186800000
Range 186800000
Interquartile range 0

Descriptive statistics

Standard deviation 723490
Coef of variation 15.542
Kurtosis 23289
Mean 46552
MAD 83093
Skewness 121.66
Sum 13966000000
Variance 523440000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 247012 82.3%
 
100000.0 953 0.3%
 
10000.0 797 0.3%
 
50000.0 770 0.3%
 
200000.0 595 0.2%
 
1000.0 519 0.2%
 
20000.0 505 0.2%
 
5000.0 500 0.2%
 
25000.0 454 0.2%
 
15000.0 383 0.1%
 
Other values (33160) 47512 15.8%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 247012 82.3%
 
1.0 8 0.0%
 
2.0 1 0.0%
 
3.0 1 0.0%
 
5.0 2 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
95562121.24 1 0.0%
 
101335158.0 1 0.0%
 
102389563.0 1 0.0%
 
130984107.8 1 0.0%
 
186800000.0 1 0.0%
 

INS_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 0.0%
Missing (%) 86.5%
Missing (n) 259575
Y
 
40425
(Missing)
259575
Value Count Frequency (%)  
Y 40425 13.5%
 
(Missing) 259575 86.5%
 

I_AQB_PrevQ1
Highly correlated

This variable is highly correlated with CR_AMB_Prev4 and should be ignored for analysis

Correlation 0.90079

I_AQB_PrevQ2
Highly correlated

This variable is highly correlated with CR_AMB_Prev6 and should be ignored for analysis

Correlation 0.95413

I_CNR_PrevQ1
Numeric

Distinct count 243390
Unique (%) 81.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 2299.2
Minimum -51639
Maximum 2450100
Zeros (%) 0.0%

Quantile statistics

Minimum -51639
5-th percentile 232.15
Q1 446.41
Median 862.2
Q3 1896.9
95-th percentile 7275.1
Maximum 2450100
Range 2501800
Interquartile range 1450.5

Descriptive statistics

Standard deviation 11457
Coef of variation 4.9831
Kurtosis 11501
Mean 2299.2
MAD 2364.8
Skewness 79.033
Sum 689750000
Variance 131270000
Memory size 2.3 MiB
Value Count Frequency (%)  
208.33 10 0.0%
 
219.1 8 0.0%
 
214.43 8 0.0%
 
477.34 8 0.0%
 
249.69 8 0.0%
 
365.89 7 0.0%
 
253.4 7 0.0%
 
315.99 7 0.0%
 
429.4 7 0.0%
 
220.34 7 0.0%
 
Other values (243380) 299923 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
-51639.33333 1 0.0%
 
-51055.03 1 0.0%
 
-44987.43667 1 0.0%
 
-26321.63333 1 0.0%
 
-18367.45333 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1149172.793 1 0.0%
 
1210599.393 1 0.0%
 
1556552.84 1 0.0%
 
1683213.53 1 0.0%
 
2450117.557 1 0.0%
 

I_CNR_PrevQ2
Numeric

Distinct count 248671
Unique (%) 82.9%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 2233.7
Minimum -70275
Maximum 2379400
Zeros (%) 0.1%

Quantile statistics

Minimum -70275
5-th percentile 142.56
Q1 407.69
Median 817.83
Q3 1820.9
95-th percentile 7138.2
Maximum 2379400
Range 2449600
Interquartile range 1413.2

Descriptive statistics

Standard deviation 11445
Coef of variation 5.1237
Kurtosis 13041
Mean 2233.7
MAD 2350.2
Skewness 81.888
Sum 670110000
Variance 130990000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 156 0.1%
 
-7.0 14 0.0%
 
232.19 7 0.0%
 
480.8433333 7 0.0%
 
435.85 7 0.0%
 
287.9433333 7 0.0%
 
272.4133333 6 0.0%
 
236.5433333 6 0.0%
 
516.3133333 6 0.0%
 
241.7266667 6 0.0%
 
Other values (248661) 299778 99.9%
 

Minimum 5 values

Value Count Frequency (%)  
-70275.22 1 0.0%
 
-49621.16667 1 0.0%
 
-48248.83667 1 0.0%
 
-33037.84 1 0.0%
 
-26918.49667 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
869866.2267 1 0.0%
 
1046882.393 1 0.0%
 
1209230.043 1 0.0%
 
2286696.57 1 0.0%
 
2379361.123 1 0.0%
 

I_CR_AQB_PrevQ1
Highly correlated

This variable is highly correlated with I_AQB_PrevQ1 and should be ignored for analysis

Correlation 1

I_CR_AQB_PrevQ2
Highly correlated

This variable is highly correlated with I_AQB_PrevQ2 and should be ignored for analysis

Correlation 0.99998

I_NRV_PrevQ1
Highly correlated

This variable is highly correlated with Dmat_Investing_PrevQ1 and should be ignored for analysis

Correlation 0.99497

I_NRV_PrevQ2
Highly correlated

This variable is highly correlated with Dmat_Investing_PrevQ2 and should be ignored for analysis

Correlation 0.9938

LAP_DATE
Highly correlated

This variable is highly correlated with CE_DATE and should be ignored for analysis

Correlation 1

LAS_DATE
Numeric

Distinct count 2
Unique (%) 200.0%
Missing (%) 100.0%
Missing (n) 299999
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation
Coef of variation
Kurtosis
Mean 1
MAD 0
Skewness
Sum 1
Variance
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 1 0.0%
 
(Missing) 299999 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 1 0.0%
 

LAS_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 200.0%
Missing (%) 100.0%
Missing (n) 299999
Y
 
1
(Missing)
299999
Value Count Frequency (%)  
Y 1 0.0%
 
(Missing) 299999 100.0%
 

MB_C_prev1
Constant

This variable is constant and should be ignored for analysis

Constant value 0

MB_C_prev2
Constant

This variable is constant and should be ignored for analysis

Constant value 0

MB_C_prev3
Constant

This variable is constant and should be ignored for analysis

Constant value 0

MB_C_prev4
Constant

This variable is constant and should be ignored for analysis

Constant value 0

MB_C_prev5
Constant

This variable is constant and should be ignored for analysis

Constant value 0

MB_C_prev6
Constant

This variable is constant and should be ignored for analysis

Constant value 0

MB_D_prev1
Constant

This variable is constant and should be ignored for analysis

Constant value 0

MB_D_prev2
Constant

This variable is constant and should be ignored for analysis

Constant value 0

MB_D_prev3
Constant

This variable is constant and should be ignored for analysis

Constant value 0

MB_D_prev4
Constant

This variable is constant and should be ignored for analysis

Constant value 0

MB_D_prev5
Constant

This variable is constant and should be ignored for analysis

Constant value 0

MB_D_prev6
Constant

This variable is constant and should be ignored for analysis

Constant value 0

MF_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 0.0%
Missing (%) 90.8%
Missing (n) 272500
Y
 
27500
(Missing)
272500
Value Count Frequency (%)  
Y 27500 9.2%
 
(Missing) 272500 90.8%
 

NO_OF_Accs
Numeric

Distinct count 17
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.1747
Minimum 1
Maximum 26
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 2
Maximum 26
Range 25
Interquartile range 0

Descriptive statistics

Standard deviation 0.44668
Coef of variation 0.38027
Kurtosis 106.3
Mean 1.1747
MAD 0.29552
Skewness 4.6825
Sum 352397
Variance 0.19953
Memory size 2.3 MiB
Value Count Frequency (%)  
1 253802 84.6%
 
2 40837 13.6%
 
3 4780 1.6%
 
4 486 0.2%
 
5 58 0.0%
 
6 18 0.0%
 
7 5 0.0%
 
8 3 0.0%
 
9 2 0.0%
 
14 2 0.0%
 
Other values (7) 7 0.0%
 

Minimum 5 values

Value Count Frequency (%)  
1 253802 84.6%
 
2 40837 13.6%
 
3 4780 1.6%
 
4 486 0.2%
 
5 58 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
19 1 0.0%
 
20 1 0.0%
 
21 1 0.0%
 
25 1 0.0%
 
26 1 0.0%
 

NO_OF_CHEQUE_BOUNCE_V1
Highly correlated

This variable is highly correlated with BRN_CW_Cnt_prev2 and should be ignored for analysis

Correlation 1

NO_OF_COMPLAINTS
Highly correlated

This variable is highly correlated with BRN_CW_Amt_prev2 and should be ignored for analysis

Correlation 1

NO_OF_FD_BOOK_PrevQ1
Numeric

Distinct count 89
Unique (%) 0.1%
Missing (%) 66.5%
Missing (n) 199633
Infinite (%) 0.0%
Infinite (n) 0
Mean 3.1003
Minimum 1
Maximum 168
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 2
Q3 3
95-th percentile 10
Maximum 168
Range 167
Interquartile range 2

Descriptive statistics

Standard deviation 4.2513
Coef of variation 1.3713
Kurtosis 111.75
Mean 3.1003
MAD 2.3334
Skewness 7.1367
Sum 311170
Variance 18.074
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 44933 15.0%
 
2.0 19668 6.6%
 
3.0 10764 3.6%
 
4.0 6941 2.3%
 
5.0 4691 1.6%
 
6.0 3125 1.0%
 
7.0 2238 0.7%
 
8.0 1626 0.5%
 
9.0 1249 0.4%
 
10.0 920 0.3%
 
Other values (78) 4212 1.4%
 
(Missing) 199633 66.5%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 44933 15.0%
 
2.0 19668 6.6%
 
3.0 10764 3.6%
 
4.0 6941 2.3%
 
5.0 4691 1.6%
 

Maximum 5 values

Value Count Frequency (%)  
109.0 2 0.0%
 
112.0 1 0.0%
 
118.0 1 0.0%
 
152.0 1 0.0%
 
168.0 1 0.0%
 

NO_OF_FD_BOOK_PrevQ2
Highly correlated

This variable is highly correlated with NO_OF_FD_BOOK_PrevQ1 and should be ignored for analysis

Correlation 0.91777

NO_OF_RD_BOOK_PrevQ1
Numeric

Distinct count 26
Unique (%) 0.1%
Missing (%) 91.8%
Missing (n) 275370
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.2486
Minimum 1
Maximum 169
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 2
Maximum 169
Range 168
Interquartile range 0

Descriptive statistics

Standard deviation 1.4348
Coef of variation 1.1491
Kurtosis 7650.1
Mean 1.2486
MAD 0.42773
Skewness 68.765
Sum 30754
Variance 2.0587
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 21185 7.1%
 
2.0 2423 0.8%
 
3.0 510 0.2%
 
4.0 209 0.1%
 
5.0 135 0.0%
 
6.0 62 0.0%
 
7.0 34 0.0%
 
10.0 19 0.0%
 
8.0 12 0.0%
 
9.0 9 0.0%
 
Other values (15) 32 0.0%
 
(Missing) 275370 91.8%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 21185 7.1%
 
2.0 2423 0.8%
 
3.0 510 0.2%
 
4.0 209 0.1%
 
5.0 135 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
27.0 1 0.0%
 
29.0 1 0.0%
 
30.0 1 0.0%
 
42.0 1 0.0%
 
169.0 1 0.0%
 

NO_OF_RD_BOOK_PrevQ2
Numeric

Distinct count 28
Unique (%) 0.1%
Missing (%) 90.2%
Missing (n) 270731
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.2759
Minimum 1
Maximum 93
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 2
Maximum 93
Range 92
Interquartile range 0

Descriptive statistics

Standard deviation 1.2068
Coef of variation 0.94585
Kurtosis 1554.9
Mean 1.2759
MAD 0.46847
Skewness 27.079
Sum 37343
Variance 1.4563
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 24853 8.3%
 
2.0 3011 1.0%
 
3.0 698 0.2%
 
4.0 279 0.1%
 
5.0 191 0.1%
 
6.0 71 0.0%
 
10.0 38 0.0%
 
7.0 38 0.0%
 
8.0 25 0.0%
 
9.0 24 0.0%
 
Other values (17) 41 0.0%
 
(Missing) 270731 90.2%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 24853 8.3%
 
2.0 3011 1.0%
 
3.0 698 0.2%
 
4.0 279 0.1%
 
5.0 191 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
34.0 1 0.0%
 
35.0 1 0.0%
 
44.0 1 0.0%
 
66.0 1 0.0%
 
93.0 1 0.0%
 

OCCUP_ALL_NEW
Categorical

Distinct count 9
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 96
SELF_EMPLOYED
100007
SALARIED
70569
HOUSEWIFE
57509
Other values (5)
71819
Value Count Frequency (%)  
SELF_EMPLOYED 100007 33.3%
 
SALARIED 70569 23.5%
 
HOUSEWIFE 57509 19.2%
 
INDIVIDUAL 27760 9.3%
 
STUDENT 21841 7.3%
 
RETIRED 21026 7.0%
 
MISSING 745 0.2%
 
NON_INDIVIDUA 447 0.1%
 
(Missing) 96 0.0%
 

OTHER_LOANS_Closed_PrevQ1
Numeric

Distinct count 2
Unique (%) 0.3%
Missing (%) 99.8%
Missing (n) 299310
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 690
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 690 0.2%
 
(Missing) 299310 99.8%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 690 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 690 0.2%
 

OTHER_LOANS_DATE
Highly correlated

This variable is highly correlated with LAP_DATE and should be ignored for analysis

Correlation 0.99471

OTHER_LOANS_PREM_CLOSED_PREVQ1
Numeric

Distinct count 2
Unique (%) 0.4%
Missing (%) 99.8%
Missing (n) 299459
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 541
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 541 0.2%
 
(Missing) 299459 99.8%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 541 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 541 0.2%
 

OTHER_LOANS_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 0.1%
Missing (%) 98.9%
Missing (n) 296724
Y
 
3276
(Missing)
296724
Value Count Frequency (%)  
Y 3276 1.1%
 
(Missing) 296724 98.9%
 

PL_Closed_PrevQ1
Numeric

Distinct count 2
Unique (%) 1.2%
Missing (%) 99.9%
Missing (n) 299827
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 173
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 173 0.1%
 
(Missing) 299827 99.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 173 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 173 0.1%
 

PL_DATE
Numeric

Distinct count 3
Unique (%) 0.1%
Missing (%) 99.1%
Missing (n) 297413
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.8079
Minimum 1
Maximum 2
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 2
Median 2
Q3 2
95-th percentile 2
Maximum 2
Range 1
Interquartile range 0

Descriptive statistics

Standard deviation 0.39404
Coef of variation 0.21796
Kurtosis 0.44621
Mean 1.8079
MAD 0.31041
Skewness -1.5639
Sum 4677
Variance 0.15527
Memory size 2.3 MiB
Value Count Frequency (%)  
2.0 2090 0.7%
 
1.0 497 0.2%
 
(Missing) 297413 99.1%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 497 0.2%
 
2.0 2090 0.7%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 497 0.2%
 
2.0 2090 0.7%
 

PL_PREM_CLOSED_PREVQ1
Numeric

Distinct count 2
Unique (%) 1.6%
Missing (%) 100.0%
Missing (n) 299872
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 128
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 128 0.0%
 
(Missing) 299872 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 128 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 128 0.0%
 

PL_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 0.1%
Missing (%) 99.1%
Missing (n) 297413
Y
 
2587
(Missing)
297413
Value Count Frequency (%)  
Y 2587 0.9%
 
(Missing) 297413 99.1%
 

POS_C_prev1
Constant

This variable is constant and should be ignored for analysis

Constant value 0

POS_C_prev2
Constant

This variable is constant and should be ignored for analysis

Constant value 0

POS_C_prev3
Constant

This variable is constant and should be ignored for analysis

Constant value 0

POS_C_prev4
Constant

This variable is constant and should be ignored for analysis

Constant value 0

POS_C_prev5
Constant

This variable is constant and should be ignored for analysis

Constant value 0

POS_C_prev6
Constant

This variable is constant and should be ignored for analysis

Constant value 0

POS_D_prev1
Numeric

Distinct count 29002
Unique (%) 9.7%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 2046.5
Minimum 0
Maximum 4049200
Zeros (%) 85.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 9147.2
Maximum 4049200
Range 4049200
Interquartile range 0

Descriptive statistics

Standard deviation 14641
Coef of variation 7.1541
Kurtosis 19949
Mean 2046.5
MAD 3601.4
Skewness 83.551
Sum 613940000
Variance 214350000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 256836 85.6%
 
1000.0 348 0.1%
 
500.0 338 0.1%
 
2000.0 252 0.1%
 
1500.0 188 0.1%
 
200.0 148 0.0%
 
100.0 144 0.0%
 
300.0 120 0.0%
 
3000.0 101 0.0%
 
1200.0 85 0.0%
 
Other values (28992) 41440 13.8%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 256836 85.6%
 
0.68 1 0.0%
 
1.0 32 0.0%
 
1.11 1 0.0%
 
2.0 2 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
772831.62 1 0.0%
 
791623.77 1 0.0%
 
959069.74 1 0.0%
 
1200000.0 1 0.0%
 
4049242.12 1 0.0%
 

POS_D_prev2
Numeric

Distinct count 32328
Unique (%) 10.8%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 2451.9
Minimum 0
Maximum 2125500
Zeros (%) 84.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 11683
Maximum 2125500
Range 2125500
Interquartile range 0

Descriptive statistics

Standard deviation 14680
Coef of variation 5.9873
Kurtosis 2316.2
Mean 2451.9
MAD 4275.9
Skewness 28.099
Sum 735560000
Variance 215500000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 253775 84.6%
 
1000.0 372 0.1%
 
500.0 301 0.1%
 
2000.0 196 0.1%
 
200.0 167 0.1%
 
1500.0 137 0.0%
 
100.0 131 0.0%
 
300.0 115 0.0%
 
3000.0 94 0.0%
 
10000.0 78 0.0%
 
Other values (32318) 44634 14.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 253775 84.6%
 
0.01 1 0.0%
 
1.0 18 0.0%
 
2.0 6 0.0%
 
3.0 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
912485.87 1 0.0%
 
946052.22 1 0.0%
 
983970.3 1 0.0%
 
1574779.36 1 0.0%
 
2125509.0 1 0.0%
 

POS_D_prev3
Numeric

Distinct count 31749
Unique (%) 10.6%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 2580
Minimum 0
Maximum 2011000
Zeros (%) 84.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 11851
Maximum 2011000
Range 2011000
Interquartile range 0

Descriptive statistics

Standard deviation 15786
Coef of variation 6.1184
Kurtosis 1427.4
Mean 2580
MAD 4508.1
Skewness 23.746
Sum 774010000
Variance 249180000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 253851 84.6%
 
1000.0 355 0.1%
 
500.0 271 0.1%
 
2000.0 221 0.1%
 
200.0 173 0.1%
 
1500.0 160 0.1%
 
100.0 132 0.0%
 
300.0 131 0.0%
 
3000.0 106 0.0%
 
5000.0 98 0.0%
 
Other values (31739) 44502 14.8%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 253851 84.6%
 
0.01 1 0.0%
 
0.02 2 0.0%
 
0.1 1 0.0%
 
0.11 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
922129.39 1 0.0%
 
942896.4 1 0.0%
 
989656.42 1 0.0%
 
1042861.36 1 0.0%
 
2010980.6 1 0.0%
 

POS_D_prev4
Numeric

Distinct count 30204
Unique (%) 10.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 2434.5
Minimum 0
Maximum 2940000
Zeros (%) 85.3%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 11250
Maximum 2940000
Range 2940000
Interquartile range 0

Descriptive statistics

Standard deviation 15660
Coef of variation 6.4327
Kurtosis 4870.2
Mean 2434.5
MAD 4274.8
Skewness 39.205
Sum 730340000
Variance 245240000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 255773 85.3%
 
1000.0 402 0.1%
 
500.0 276 0.1%
 
2000.0 207 0.1%
 
200.0 155 0.1%
 
1500.0 129 0.0%
 
300.0 122 0.0%
 
100.0 120 0.0%
 
2500.0 84 0.0%
 
3000.0 81 0.0%
 
Other values (30194) 42651 14.2%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 255773 85.3%
 
0.01 1 0.0%
 
0.02 1 0.0%
 
0.1 1 0.0%
 
1.0 28 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
676893.0 1 0.0%
 
715906.0 1 0.0%
 
1408638.56 1 0.0%
 
1415978.57 1 0.0%
 
2940000.0 1 0.0%
 

POS_D_prev5
Numeric

Distinct count 30265
Unique (%) 10.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 2378.9
Minimum 0
Maximum 1649000
Zeros (%) 85.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 10977
Maximum 1649000
Range 1649000
Interquartile range 0

Descriptive statistics

Standard deviation 15083
Coef of variation 6.3404
Kurtosis 1456
Mean 2378.9
MAD 4172.5
Skewness 25.652
Sum 713660000
Variance 227500000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 255594 85.2%
 
1000.0 364 0.1%
 
500.0 312 0.1%
 
2000.0 208 0.1%
 
1500.0 159 0.1%
 
200.0 155 0.1%
 
100.0 112 0.0%
 
3000.0 110 0.0%
 
300.0 106 0.0%
 
5000.0 85 0.0%
 
Other values (30255) 42795 14.3%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 255594 85.2%
 
0.02 1 0.0%
 
0.5 1 0.0%
 
0.68 1 0.0%
 
1.0 20 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
886050.86 1 0.0%
 
1050000.0 1 0.0%
 
1161865.05 1 0.0%
 
1475352.4 1 0.0%
 
1649000.42 1 0.0%
 

POS_D_prev6
Numeric

Distinct count 27567
Unique (%) 9.2%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 1942
Minimum 0
Maximum 1176600
Zeros (%) 86.3%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 8442.7
Maximum 1176600
Range 1176600
Interquartile range 0

Descriptive statistics

Standard deviation 12771
Coef of variation 6.5762
Kurtosis 1253
Mean 1942
MAD 3436
Skewness 24.564
Sum 582590000
Variance 163090000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 258896 86.3%
 
1000.0 411 0.1%
 
500.0 314 0.1%
 
2000.0 258 0.1%
 
200.0 199 0.1%
 
1500.0 151 0.1%
 
300.0 125 0.0%
 
100.0 124 0.0%
 
3000.0 90 0.0%
 
5000.0 83 0.0%
 
Other values (27557) 39349 13.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 258896 86.3%
 
0.01 3 0.0%
 
0.1 2 0.0%
 
0.85 1 0.0%
 
1.0 19 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
931958.57 1 0.0%
 
993549.05 1 0.0%
 
1010132.0 1 0.0%
 
1142653.76 1 0.0%
 
1176598.12 1 0.0%
 

Percent_Change_in_Big_Expenses
Numeric

Distinct count 377
Unique (%) 0.6%
Missing (%) 79.1%
Missing (n) 237204
Infinite (%) 0.0%
Infinite (n) 0
Mean 47.49
Minimum 0
Maximum 1069900
Zeros (%) 8.3%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 1
Q3 1
95-th percentile 8
Maximum 1069900
Range 1069900
Interquartile range 1

Descriptive statistics

Standard deviation 4981.2
Coef of variation 104.89
Kurtosis 35526
Mean 47.49
MAD 90.586
Skewness 177.34
Sum 2982200
Variance 24813000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 25033 8.3%
 
1.0 22923 7.6%
 
2.0 5774 1.9%
 
3.0 2530 0.8%
 
4.0 1304 0.4%
 
5.0 840 0.3%
 
6.0 579 0.2%
 
7.0 417 0.1%
 
8.0 330 0.1%
 
9.0 284 0.1%
 
Other values (366) 2782 0.9%
 
(Missing) 237204 79.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 25033 8.3%
 
1.0 22923 7.6%
 
2.0 5774 1.9%
 
3.0 2530 0.8%
 
4.0 1304 0.4%
 

Maximum 5 values

Value Count Frequency (%)  
150000.0 1 0.0%
 
209736.0 1 0.0%
 
301510.0 1 0.0%
 
479250.0 1 0.0%
 
1069858.0 1 0.0%
 

Percent_Change_in_Credits
Numeric

Distinct count 182120
Unique (%) 89.5%
Missing (%) 32.1%
Missing (n) 96415
Infinite (%) 0.0%
Infinite (n) 0
Mean 19054
Minimum -100
Maximum 511630000
Zeros (%) 1.5%

Quantile statistics

Minimum -100
5-th percentile -96.011
Q1 -51.409
Median 1.5876
Q3 158.65
95-th percentile 3629.3
Maximum 511630000
Range 511630000
Interquartile range 210.06

Descriptive statistics

Standard deviation 1329800
Coef of variation 69.793
Kurtosis 109240
Mean 19054
MAD 36487
Skewness 297.84
Sum 3879100000
Variance 1768500000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 4594 1.5%
 
-50.0 677 0.2%
 
-33.33333333 662 0.2%
 
100.0 517 0.2%
 
50.0 450 0.1%
 
-66.66666667 302 0.1%
 
-25.0 260 0.1%
 
200.0 215 0.1%
 
33.33333333 194 0.1%
 
150.0 162 0.1%
 
Other values (182109) 195552 65.2%
 
(Missing) 96415 32.1%
 

Minimum 5 values

Value Count Frequency (%)  
-100.0 3 0.0%
 
-99.99999979 1 0.0%
 
-99.99999423 1 0.0%
 
-99.99992835 1 0.0%
 
-99.99992353 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
68749900.0 1 0.0%
 
70677010.0 1 0.0%
 
130685233.3 1 0.0%
 
157273025.0 1 0.0%
 
511629936.6 1 0.0%
 

Percent_Change_in_FT_Bank
Numeric

Distinct count 11
Unique (%) 0.1%
Missing (%) 96.1%
Missing (n) 288198
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.5599
Minimum 0
Maximum 9
Zeros (%) 1.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 1
Q3 2
95-th percentile 6
Maximum 9
Range 9
Interquartile range 2

Descriptive statistics

Standard deviation 1.846
Coef of variation 1.1834
Kurtosis 3.6298
Mean 1.5599
MAD 1.3356
Skewness 1.8898
Sum 18410
Variance 3.4079
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 4420 1.5%
 
0.0 3466 1.2%
 
2.0 1646 0.5%
 
3.0 821 0.3%
 
4.0 459 0.2%
 
5.0 330 0.1%
 
6.0 236 0.1%
 
8.0 165 0.1%
 
7.0 159 0.1%
 
9.0 100 0.0%
 
(Missing) 288198 96.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 3466 1.2%
 
1.0 4420 1.5%
 
2.0 1646 0.5%
 
3.0 821 0.3%
 
4.0 459 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
5.0 330 0.1%
 
6.0 236 0.1%
 
7.0 159 0.1%
 
8.0 165 0.1%
 
9.0 100 0.0%
 

Percent_Change_in_FT_outside
Numeric

Distinct count 1277
Unique (%) 0.9%
Missing (%) 51.5%
Missing (n) 154370
Infinite (%) 0.0%
Infinite (n) 0
Mean 316.82
Minimum -1125
Maximum 29224000
Zeros (%) 15.1%

Quantile statistics

Minimum -1125
5-th percentile 0
Q1 0
Median 1
Q3 3
95-th percentile 38
Maximum 29224000
Range 29225000
Interquartile range 3

Descriptive statistics

Standard deviation 78335
Coef of variation 247.26
Kurtosis 133190
Mean 316.82
MAD 613.66
Skewness 359.26
Sum 46138000
Variance 6136400000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 45232 15.1%
 
1.0 40973 13.7%
 
2.0 15823 5.3%
 
3.0 8337 2.8%
 
4.0 5282 1.8%
 
5.0 3554 1.2%
 
6.0 2674 0.9%
 
7.0 2066 0.7%
 
8.0 1643 0.5%
 
9.0 1377 0.5%
 
Other values (1266) 18669 6.2%
 
(Missing) 154370 51.5%
 

Minimum 5 values

Value Count Frequency (%)  
-1125.0 1 0.0%
 
-636.0 1 0.0%
 
-357.0 1 0.0%
 
-308.0 1 0.0%
 
-218.0 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
700855.0 1 0.0%
 
802650.0 1 0.0%
 
2380952.0 1 0.0%
 
5621499.0 1 0.0%
 
29223611.0 1 0.0%
 

Percent_Change_in_Self_Txn
Numeric

Distinct count 148
Unique (%) 1.7%
Missing (%) 97.1%
Missing (n) 291368
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.6866
Minimum 0
Maximum 9592
Zeros (%) 0.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 1
Median 1
Q3 2
95-th percentile 14
Maximum 9592
Range 9592
Interquartile range 1

Descriptive statistics

Standard deviation 122.38
Coef of variation 15.921
Kurtosis 4452.4
Mean 7.6866
MAD 11.454
Skewness 60.431
Sum 66351
Variance 14977
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 3538 1.2%
 
0.0 1854 0.6%
 
2.0 1232 0.4%
 
3.0 558 0.2%
 
4.0 302 0.1%
 
5.0 200 0.1%
 
6.0 110 0.0%
 
7.0 101 0.0%
 
8.0 76 0.0%
 
10.0 74 0.0%
 
Other values (137) 587 0.2%
 
(Missing) 291368 97.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 1854 0.6%
 
1.0 3538 1.2%
 
2.0 1232 0.4%
 
3.0 558 0.2%
 
4.0 302 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
1996.0 1 0.0%
 
2210.0 1 0.0%
 
2595.0 1 0.0%
 
3010.0 1 0.0%
 
9592.0 1 0.0%
 

Query_Logged_PrevQ1
Numeric

Distinct count 7
Unique (%) 0.2%
Missing (%) 99.0%
Missing (n) 297114
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.38427
Minimum 0
Maximum 6
Zeros (%) 0.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 1
95-th percentile 1
Maximum 6
Range 6
Interquartile range 1

Descriptive statistics

Standard deviation 0.56189
Coef of variation 1.4622
Kurtosis 4.8931
Mean 0.38427
MAD 0.49718
Skewness 1.5431
Sum 1109
Variance 0.31572
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 1867 0.6%
 
1.0 946 0.3%
 
2.0 60 0.0%
 
3.0 11 0.0%
 
6.0 1 0.0%
 
4.0 1 0.0%
 
(Missing) 297114 99.0%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 1867 0.6%
 
1.0 946 0.3%
 
2.0 60 0.0%
 
3.0 11 0.0%
 
4.0 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 946 0.3%
 
2.0 60 0.0%
 
3.0 11 0.0%
 
4.0 1 0.0%
 
6.0 1 0.0%
 

Query_Resolved_PrevQ1
Categorical

Distinct count 20
Unique (%) 2.0%
Missing (%) 99.7%
Missing (n) 298981
0.0
 
202
1.0
 
177
2.0
 
156
Other values (16)
 
484
(Missing)
298981
Value Count Frequency (%)  
0.0 202 0.1%
 
1.0 177 0.1%
 
2.0 156 0.1%
 
3.0 107 0.0%
 
4.0 76 0.0%
 
2 46 0.0%
 
0 46 0.0%
 
1 37 0.0%
 
> 34 0.0%
 
5.0 33 0.0%
 
Other values (9) 105 0.0%
 
(Missing) 298981 99.7%
 

RBI_Class_Audit
Categorical

Distinct count 4
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
METROPOLITAN
148044
URBAN
71137
SEMI-URBAN
60930
Value Count Frequency (%)  
METROPOLITAN 148044 49.3%
 
URBAN 71137 23.7%
 
SEMI-URBAN 60930 20.3%
 
RURAL 19889 6.6%
 

RD_AMOUNT_BOOK_PrevQ1
Numeric

Distinct count 486
Unique (%) 0.2%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 10069
Minimum 0
Maximum 29400000
Zeros (%) 91.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 12000
Maximum 29400000
Range 29400000
Interquartile range 0

Descriptive statistics

Standard deviation 134810
Coef of variation 13.388
Kurtosis 13491
Mean 10069
MAD 18609
Skewness 87.072
Sum 3020735760
Variance 18173000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0 275370 91.8%
 
12000 5250 1.8%
 
6000 4551 1.5%
 
60000 1874 0.6%
 
24000 1807 0.6%
 
120000 1555 0.5%
 
48000 745 0.2%
 
36000 735 0.2%
 
180000 584 0.2%
 
30000 582 0.2%
 
Other values (476) 6947 2.3%
 

Minimum 5 values

Value Count Frequency (%)  
0 275370 91.8%
 
6000 4551 1.5%
 
6600 2 0.0%
 
7200 1 0.0%
 
9000 110 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
13500000 1 0.0%
 
14400000 1 0.0%
 
15900000 1 0.0%
 
24000000 1 0.0%
 
29400000 1 0.0%
 

RD_AMOUNT_BOOK_PrevQ2
Numeric

Distinct count 516
Unique (%) 0.2%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 11750
Minimum 0
Maximum 31500000
Zeros (%) 90.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 24000
Maximum 31500000
Range 31500000
Interquartile range 0

Descriptive statistics

Standard deviation 153260
Coef of variation 13.043
Kurtosis 13777
Mean 11750
MAD 21428
Skewness 89.722
Sum 3525092760
Variance 23488000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0 270731 90.2%
 
12000 6245 2.1%
 
6000 5653 1.9%
 
60000 2174 0.7%
 
24000 2053 0.7%
 
120000 1757 0.6%
 
48000 823 0.3%
 
30000 782 0.3%
 
36000 751 0.3%
 
15000 604 0.2%
 
Other values (506) 8427 2.8%
 

Minimum 5 values

Value Count Frequency (%)  
0 270731 90.2%
 
6000 5653 1.9%
 
6600 2 0.0%
 
7200 1 0.0%
 
9000 171 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
14880000 1 0.0%
 
16800000 1 0.0%
 
22200000 1 0.0%
 
29400000 1 0.0%
 
31500000 1 0.0%
 

RD_CLOSED_PREVQ1
Numeric

Distinct count 2
Unique (%) 0.0%
Missing (%) 96.5%
Missing (n) 289592
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 10408
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 10408 3.5%
 
(Missing) 289592 96.5%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 10408 3.5%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 10408 3.5%
 

RD_PREM_CLOSED_PREVQ1
Numeric

Distinct count 2
Unique (%) 0.2%
Missing (%) 99.6%
Missing (n) 298749
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 1251
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 1251 0.4%
 
(Missing) 298749 99.6%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 1251 0.4%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 1251 0.4%
 

RD_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 0.0%
Missing (%) 91.8%
Missing (n) 275370
Y
 
24630
(Missing)
275370
Value Count Frequency (%)  
Y 24630 8.2%
 
(Missing) 275370 91.8%
 

Recency_of_ATM_TXN
Numeric

Distinct count 367
Unique (%) 0.3%
Missing (%) 51.2%
Missing (n) 153682
Infinite (%) 0.0%
Infinite (n) 0
Mean 76.025
Minimum 0
Maximum 365
Zeros (%) 2.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 8
Median 32
Q3 114
95-th percentile 292
Maximum 365
Range 365
Interquartile range 106

Descriptive statistics

Standard deviation 93.31
Coef of variation 1.2274
Kurtosis 0.95933
Mean 76.025
MAD 73.982
Skewness 1.4134
Sum 11124000
Variance 8706.8
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 7687 2.6%
 
2.0 5465 1.8%
 
1.0 5368 1.8%
 
3.0 4531 1.5%
 
4.0 3750 1.2%
 
5.0 3391 1.1%
 
6.0 3099 1.0%
 
7.0 2850 0.9%
 
9.0 2566 0.9%
 
8.0 2231 0.7%
 
Other values (356) 105380 35.1%
 
(Missing) 153682 51.2%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 7687 2.6%
 
1.0 5368 1.8%
 
2.0 5465 1.8%
 
3.0 4531 1.5%
 
4.0 3750 1.2%
 

Maximum 5 values

Value Count Frequency (%)  
361.0 85 0.0%
 
362.0 88 0.0%
 
363.0 89 0.0%
 
364.0 84 0.0%
 
365.0 60 0.0%
 

Recency_of_Activity
Numeric

Distinct count 2130
Unique (%) 0.7%
Missing (%) 0.2%
Missing (n) 477
Infinite (%) 0.0%
Infinite (n) 0
Mean 69.678
Minimum 0
Maximum 4935
Zeros (%) 15.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 3
Median 12
Q3 44
95-th percentile 325
Maximum 4935
Range 4935
Interquartile range 41

Descriptive statistics

Standard deviation 201.82
Coef of variation 2.8965
Kurtosis 65.661
Mean 69.678
MAD 91.268
Skewness 6.892
Sum 20870000
Variance 40732
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 45484 15.2%
 
3.0 17501 5.8%
 
4.0 13300 4.4%
 
5.0 11766 3.9%
 
1.0 10736 3.6%
 
6.0 10152 3.4%
 
2.0 9798 3.3%
 
7.0 8001 2.7%
 
9.0 6648 2.2%
 
11.0 6082 2.0%
 
Other values (2119) 160055 53.4%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 45484 15.2%
 
1.0 10736 3.6%
 
2.0 9798 3.3%
 
3.0 17501 5.8%
 
4.0 13300 4.4%
 

Maximum 5 values

Value Count Frequency (%)  
4235.0 1 0.0%
 
4461.0 1 0.0%
 
4555.0 1 0.0%
 
4616.0 1 0.0%
 
4935.0 1 0.0%
 

Recency_of_BRANCH_TXN
Numeric

Distinct count 366
Unique (%) 0.1%
Missing (%) 6.1%
Missing (n) 18368
Infinite (%) 0.0%
Infinite (n) 0
Mean 49.373
Minimum 0
Maximum 365
Zeros (%) 9.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 6
Median 19
Q3 55
95-th percentile 229
Maximum 365
Range 365
Interquartile range 49

Descriptive statistics

Standard deviation 73.416
Coef of variation 1.487
Kurtosis 4.709
Mean 49.373
MAD 51.147
Skewness 2.2531
Sum 13905000
Variance 5389.9
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 27115 9.0%
 
3.0 14319 4.8%
 
4.0 11238 3.7%
 
5.0 10480 3.5%
 
6.0 9571 3.2%
 
7.0 7760 2.6%
 
14.0 7182 2.4%
 
9.0 6962 2.3%
 
21.0 6832 2.3%
 
13.0 6670 2.2%
 
Other values (355) 173503 57.8%
 
(Missing) 18368 6.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 27115 9.0%
 
1.0 2386 0.8%
 
2.0 2513 0.8%
 
3.0 14319 4.8%
 
4.0 11238 3.7%
 

Maximum 5 values

Value Count Frequency (%)  
361.0 60 0.0%
 
362.0 97 0.0%
 
363.0 82 0.0%
 
364.0 73 0.0%
 
365.0 10 0.0%
 

Recency_of_CR_TXN
Highly correlated

This variable is highly correlated with EDU_DATE and should be ignored for analysis

Correlation 0.93365

Recency_of_DR_TXN
Numeric

Distinct count 368
Unique (%) 0.1%
Missing (%) 7.8%
Missing (n) 23252
Infinite (%) 0.0%
Infinite (n) 0
Mean 41.976
Minimum 0
Maximum 366
Zeros (%) 12.3%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 3
Median 12
Q3 43
95-th percentile 213
Maximum 366
Range 366
Interquartile range 40

Descriptive statistics

Standard deviation 70.334
Coef of variation 1.6756
Kurtosis 5.9502
Mean 41.976
MAD 47.307
Skewness 2.4864
Sum 11617000
Variance 4946.9
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 36775 12.3%
 
3.0 15367 5.1%
 
4.0 12213 4.1%
 
1.0 11859 4.0%
 
2.0 10950 3.6%
 
5.0 10825 3.6%
 
6.0 9058 3.0%
 
7.0 7387 2.5%
 
9.0 6042 2.0%
 
11.0 5546 1.8%
 
Other values (357) 150726 50.2%
 
(Missing) 23252 7.8%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 36775 12.3%
 
1.0 11859 4.0%
 
2.0 10950 3.6%
 
3.0 15367 5.1%
 
4.0 12213 4.1%
 

Maximum 5 values

Value Count Frequency (%)  
362.0 67 0.0%
 
363.0 73 0.0%
 
364.0 72 0.0%
 
365.0 11 0.0%
 
366.0 2 0.0%
 

Recency_of_IB_TXN
Numeric

Distinct count 368
Unique (%) 0.2%
Missing (%) 45.3%
Missing (n) 135988
Infinite (%) 0.0%
Infinite (n) 0
Mean 54.242
Minimum 0
Maximum 366
Zeros (%) 5.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 4
Median 17
Q3 63
95-th percentile 256
Maximum 366
Range 366
Interquartile range 59

Descriptive statistics

Standard deviation 81.732
Coef of variation 1.5068
Kurtosis 3.2779
Mean 54.242
MAD 59.319
Skewness 1.9996
Sum 8896400
Variance 6680.1
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 17600 5.9%
 
3.0 8070 2.7%
 
2.0 6284 2.1%
 
4.0 6224 2.1%
 
1.0 5692 1.9%
 
5.0 5512 1.8%
 
6.0 5110 1.7%
 
7.0 4896 1.6%
 
11.0 3018 1.0%
 
10.0 2972 1.0%
 
Other values (357) 98634 32.9%
 
(Missing) 135988 45.3%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 17600 5.9%
 
1.0 5692 1.9%
 
2.0 6284 2.1%
 
3.0 8070 2.7%
 
4.0 6224 2.1%
 

Maximum 5 values

Value Count Frequency (%)  
362.0 60 0.0%
 
363.0 59 0.0%
 
364.0 61 0.0%
 
365.0 27 0.0%
 
366.0 3 0.0%
 

Recency_of_MB_TXN
Numeric

Distinct count 368
Unique (%) 0.9%
Missing (%) 86.5%
Missing (n) 259577
Infinite (%) 0.0%
Infinite (n) 0
Mean 112.55
Minimum 0
Maximum 366
Zeros (%) 0.4%

Quantile statistics

Minimum 0
5-th percentile 2
Q1 21
Median 77
Q3 186
95-th percentile 328
Maximum 366
Range 366
Interquartile range 165

Descriptive statistics

Standard deviation 106.01
Coef of variation 0.94189
Kurtosis -0.54226
Mean 112.55
MAD 89.749
Skewness 0.82485
Sum 4549400
Variance 11237
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 1175 0.4%
 
3.0 756 0.3%
 
4.0 653 0.2%
 
5.0 611 0.2%
 
6.0 600 0.2%
 
2.0 572 0.2%
 
10.0 496 0.2%
 
9.0 484 0.2%
 
12.0 484 0.2%
 
11.0 463 0.2%
 
Other values (357) 34129 11.4%
 
(Missing) 259577 86.5%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 1175 0.4%
 
1.0 412 0.1%
 
2.0 572 0.2%
 
3.0 756 0.3%
 
4.0 653 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
362.0 58 0.0%
 
363.0 60 0.0%
 
364.0 52 0.0%
 
365.0 35 0.0%
 
366.0 2 0.0%
 

Recency_of_POS_TXN
Numeric

Distinct count 367
Unique (%) 0.4%
Missing (%) 65.6%
Missing (n) 196945
Infinite (%) 0.0%
Infinite (n) 0
Mean 83.036
Minimum 0
Maximum 365
Zeros (%) 1.7%

Quantile statistics

Minimum 0
5-th percentile 1
Q1 9
Median 41
Q3 131
95-th percentile 296
Maximum 365
Range 365
Interquartile range 122

Descriptive statistics

Standard deviation 95.088
Coef of variation 1.1451
Kurtosis 0.50196
Mean 83.036
MAD 77.041
Skewness 1.2492
Sum 8557300
Variance 9041.7
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 5038 1.7%
 
1.0 4419 1.5%
 
2.0 3163 1.1%
 
3.0 2483 0.8%
 
5.0 2283 0.8%
 
4.0 2054 0.7%
 
6.0 1780 0.6%
 
8.0 1734 0.6%
 
9.0 1670 0.6%
 
7.0 1539 0.5%
 
Other values (356) 76892 25.6%
 
(Missing) 196945 65.6%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 5038 1.7%
 
1.0 4419 1.5%
 
2.0 3163 1.1%
 
3.0 2483 0.8%
 
4.0 2054 0.7%
 

Maximum 5 values

Value Count Frequency (%)  
361.0 54 0.0%
 
362.0 52 0.0%
 
363.0 51 0.0%
 
364.0 60 0.0%
 
365.0 58 0.0%
 

Req_Logged_PrevQ1
Numeric

Distinct count 9
Unique (%) 0.3%
Missing (%) 99.0%
Missing (n) 297114
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.69993
Minimum 0
Maximum 8
Zeros (%) 0.4%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 1
Q3 1
95-th percentile 2
Maximum 8
Range 8
Interquartile range 1

Descriptive statistics

Standard deviation 0.66143
Coef of variation 0.94499
Kurtosis 9.6739
Mean 0.69993
MAD 0.5355
Skewness 1.5465
Sum 2020
Variance 0.43748
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 1597 0.5%
 
0.0 1104 0.4%
 
2.0 151 0.1%
 
3.0 25 0.0%
 
4.0 4 0.0%
 
6.0 2 0.0%
 
5.0 2 0.0%
 
8.0 1 0.0%
 
(Missing) 297114 99.0%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 1104 0.4%
 
1.0 1597 0.5%
 
2.0 151 0.1%
 
3.0 25 0.0%
 
4.0 4 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
3.0 25 0.0%
 
4.0 4 0.0%
 
5.0 2 0.0%
 
6.0 2 0.0%
 
8.0 1 0.0%
 

Req_Resolved_PrevQ1
Categorical

Distinct count 21
Unique (%) 1.2%
Missing (%) 99.4%
Missing (n) 298218
0.0
 
470
1.0
 
274
2.0
 
255
Other values (17)
 
783
(Missing)
298218
Value Count Frequency (%)  
0.0 470 0.2%
 
1.0 274 0.1%
 
2.0 255 0.1%
 
3.0 249 0.1%
 
4.0 204 0.1%
 
5.0 127 0.0%
 
6.0 55 0.0%
 
0 26 0.0%
 
2 24 0.0%
 
1 17 0.0%
 
Other values (10) 81 0.0%
 
(Missing) 298218 99.4%
 

SEC_ACC_CLOSED_PREV1YR
Numeric

Distinct count 2
Unique (%) 0.1%
Missing (%) 99.2%
Missing (n) 297601
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 2399
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 2399 0.8%
 
(Missing) 297601 99.2%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 2399 0.8%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 2399 0.8%
 

SEC_ACC_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 0.0%
Missing (%) 81.1%
Missing (n) 243394
Y
56606
(Missing)
243394
Value Count Frequency (%)  
Y 56606 18.9%
 
(Missing) 243394 81.1%
 

TL_Closed_PrevQ1
Numeric

Distinct count 2
Unique (%) 200.0%
Missing (%) 100.0%
Missing (n) 299999
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation
Coef of variation
Kurtosis
Mean 1
MAD 0
Skewness
Sum 1
Variance
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 1 0.0%
 
(Missing) 299999 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 1 0.0%
 

TL_DATE
Highly correlated

This variable is highly correlated with count_No_of_MF_PrevQ1 and should be ignored for analysis

Correlation 0.9759

TL_PREM_CLOSED_PREVQ1
Constant

This variable is constant and should be ignored for analysis

Constant value

TL_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 4.4%
Missing (%) 100.0%
Missing (n) 299955
Y
 
45
(Missing)
299955
Value Count Frequency (%)  
Y 45 0.0%
 
(Missing) 299955 100.0%
 

TWL_Closed_PrevQ1
Numeric

Distinct count 2
Unique (%) 1.7%
Missing (%) 100.0%
Missing (n) 299879
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 121
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 121 0.0%
 
(Missing) 299879 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 121 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 121 0.0%
 

TWL_DATE
Numeric

Distinct count 3
Unique (%) 0.2%
Missing (%) 99.6%
Missing (n) 298738
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.7242
Minimum 1
Maximum 2
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 2
Q3 2
95-th percentile 2
Maximum 2
Range 1
Interquartile range 1

Descriptive statistics

Standard deviation 0.44707
Coef of variation 0.25928
Kurtosis -0.99199
Mean 1.7242
MAD 0.39943
Skewness -1.0048
Sum 2176
Variance 0.19987
Memory size 2.3 MiB
Value Count Frequency (%)  
2.0 914 0.3%
 
1.0 348 0.1%
 
(Missing) 298738 99.6%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 348 0.1%
 
2.0 914 0.3%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 348 0.1%
 
2.0 914 0.3%
 

TWL_PREM_CLOSED_PREVQ1
Numeric

Distinct count 2
Unique (%) 11.1%
Missing (%) 100.0%
Missing (n) 299982
Infinite (%) 0.0%
Infinite (n) 0
Mean 1
Minimum 1
Maximum 1
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 1
95-th percentile 1
Maximum 1
Range 0
Interquartile range 0

Descriptive statistics

Standard deviation 0
Coef of variation 0
Kurtosis 0
Mean 1
MAD 0
Skewness 0
Sum 18
Variance 0
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 18 0.0%
 
(Missing) 299982 100.0%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 18 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 18 0.0%
 

TWL_TAG_LIVE
Categorical

Distinct count 2
Unique (%) 0.2%
Missing (%) 99.6%
Missing (n) 298738
Y
 
1262
(Missing)
298738
Value Count Frequency (%)  
Y 1262 0.4%
 
(Missing) 298738 99.6%
 

Total_Invest_in_MF_PrevQ1
Numeric

Distinct count 10786
Unique (%) 3.6%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 209720
Minimum 0
Maximum 1927300000
Zeros (%) 90.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 55082
Maximum 1927300000
Range 1927300000
Interquartile range 0

Descriptive statistics

Standard deviation 7119700
Coef of variation 33.948
Kurtosis 24187
Mean 209720
MAD 400930
Skewness 125.32
Sum 62917000000
Variance 50691000000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 272500 90.8%
 
10000.0 630 0.2%
 
1000.0 574 0.2%
 
2000.0 473 0.2%
 
20000.0 464 0.2%
 
50000.0 452 0.2%
 
100000.0 450 0.1%
 
5000.0 388 0.1%
 
25000.0 343 0.1%
 
30000.0 324 0.1%
 
Other values (10776) 23402 7.8%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 272500 90.8%
 
0.03 1 0.0%
 
0.21 1 0.0%
 
0.63 2 0.0%
 
1.0 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
745174981.9 1 0.0%
 
877641552.4 1 0.0%
 
1020411568.0 1 0.0%
 
1103000000.0 1 0.0%
 
1927301670.0 1 0.0%
 

Total_Invest_in_MF_PrevQ2
Highly correlated

This variable is highly correlated with Total_Invest_in_MF_PrevQ1 and should be ignored for analysis

Correlation 0.99776

age
Numeric

Distinct count 90
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 48.349
Minimum 1
Maximum 90
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 23
Q1 36
Median 46
Q3 60
95-th percentile 82
Maximum 90
Range 89
Interquartile range 24

Descriptive statistics

Standard deviation 17.915
Coef of variation 0.37054
Kurtosis -0.17213
Mean 48.349
MAD 14.446
Skewness 0.32209
Sum 14504592
Variance 320.94
Memory size 2.3 MiB
Value Count Frequency (%)  
90 11096 3.7%
 
41 7362 2.5%
 
40 7357 2.5%
 
42 7282 2.4%
 
36 7173 2.4%
 
43 7126 2.4%
 
44 7096 2.4%
 
38 7080 2.4%
 
39 6993 2.3%
 
37 6919 2.3%
 
Other values (80) 224516 74.8%
 

Minimum 5 values

Value Count Frequency (%)  
1 52 0.0%
 
2 217 0.1%
 
3 314 0.1%
 
4 377 0.1%
 
5 481 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
86 522 0.2%
 
87 388 0.1%
 
88 329 0.1%
 
89 232 0.1%
 
90 11096 3.7%
 

brn_code
Numeric

Distinct count 4063
Unique (%) 1.4%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 929.48
Minimum 1
Maximum 9011
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 19
Q1 179
Median 572
Q3 1441
95-th percentile 2820
Maximum 9011
Range 9010
Interquartile range 1262

Descriptive statistics

Standard deviation 942.12
Coef of variation 1.0136
Kurtosis 1.1402
Mean 929.48
MAD 762.51
Skewness 1.2652
Sum 278843537
Variance 887590
Memory size 2.3 MiB
Value Count Frequency (%)  
19 1735 0.6%
 
60 1388 0.5%
 
6 1314 0.4%
 
16 1174 0.4%
 
8 1039 0.3%
 
13 1019 0.3%
 
47 962 0.3%
 
15 939 0.3%
 
33 927 0.3%
 
3 910 0.3%
 
Other values (4053) 288593 96.2%
 

Minimum 5 values

Value Count Frequency (%)  
1 816 0.3%
 
2 838 0.3%
 
3 910 0.3%
 
4 518 0.2%
 
5 750 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
4809 2 0.0%
 
4824 1 0.0%
 
4854 1 0.0%
 
4898 1 0.0%
 
9011 2 0.0%
 

city
Categorical

Distinct count 4172
Unique (%) 1.4%
Missing (%) 1.9%
Missing (n) 5701
MUMBAI
 
36684
NEW DELHI
 
20396
DELHI
 
14391
Other values (4168)
222828
Value Count Frequency (%)  
MUMBAI 36684 12.2%
 
NEW DELHI 20396 6.8%
 
DELHI 14391 4.8%
 
BANGALORE 13279 4.4%
 
KOLKATA 12012 4.0%
 
CHENNAI 10025 3.3%
 
HYDERABAD 8741 2.9%
 
PUNE 8574 2.9%
 
AHMEDABAD 7101 2.4%
 
GURGAON 6815 2.3%
 
Other values (4161) 156281 52.1%
 
(Missing) 5701 1.9%
 

count_C_prev1
Numeric

Distinct count 107
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.1554
Minimum 0
Maximum 2151
Zeros (%) 56.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 1
95-th percentile 5
Maximum 2151
Range 2151
Interquartile range 1

Descriptive statistics

Standard deviation 6.7279
Coef of variation 5.8228
Kurtosis 55821
Mean 1.1554
MAD 1.3611
Skewness 206.79
Sum 346630
Variance 45.264
Memory size 2.3 MiB
Value Count Frequency (%)  
0 168677 56.2%
 
1 59662 19.9%
 
2 30591 10.2%
 
3 15719 5.2%
 
4 9253 3.1%
 
5 5178 1.7%
 
6 3368 1.1%
 
7 2053 0.7%
 
8 1390 0.5%
 
9 897 0.3%
 
Other values (97) 3212 1.1%
 

Minimum 5 values

Value Count Frequency (%)  
0 168677 56.2%
 
1 59662 19.9%
 
2 30591 10.2%
 
3 15719 5.2%
 
4 9253 3.1%
 

Maximum 5 values

Value Count Frequency (%)  
525 1 0.0%
 
915 1 0.0%
 
1391 1 0.0%
 
1697 1 0.0%
 
2151 1 0.0%
 

count_C_prev2
Numeric

Distinct count 114
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.2089
Minimum 0
Maximum 4921
Zeros (%) 54.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 1
95-th percentile 5
Maximum 4921
Range 4921
Interquartile range 1

Descriptive statistics

Standard deviation 10.045
Coef of variation 8.3093
Kurtosis 192610
Mean 1.2089
MAD 1.4129
Skewness 401.57
Sum 362668
Variance 100.9
Memory size 2.3 MiB
Value Count Frequency (%)  
0 164768 54.9%
 
1 61026 20.3%
 
2 31271 10.4%
 
3 16077 5.4%
 
4 9522 3.2%
 
5 5534 1.8%
 
6 3679 1.2%
 
7 2240 0.7%
 
8 1489 0.5%
 
9 1007 0.3%
 
Other values (104) 3387 1.1%
 

Minimum 5 values

Value Count Frequency (%)  
0 164768 54.9%
 
1 61026 20.3%
 
2 31271 10.4%
 
3 16077 5.4%
 
4 9522 3.2%
 

Maximum 5 values

Value Count Frequency (%)  
652 1 0.0%
 
737 1 0.0%
 
800 1 0.0%
 
1075 1 0.0%
 
4921 1 0.0%
 

count_C_prev3
Highly correlated

This variable is highly correlated with BRN_CASH_Dep_Cnt_prev2 and should be ignored for analysis

Correlation 0.9377

count_C_prev4
Highly correlated

This variable is highly correlated with BRN_CASH_Dep_Cnt_prev3 and should be ignored for analysis

Correlation 0.98917

count_C_prev5
Numeric

Distinct count 110
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.2154
Minimum 0
Maximum 1432
Zeros (%) 54.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 1
95-th percentile 5
Maximum 1432
Range 1432
Interquartile range 1

Descriptive statistics

Standard deviation 5.4955
Coef of variation 4.5214
Kurtosis 35866
Mean 1.2154
MAD 1.4202
Skewness 156.82
Sum 364627
Variance 30.2
Memory size 2.3 MiB
Value Count Frequency (%)  
0 164506 54.8%
 
1 60762 20.3%
 
2 31185 10.4%
 
3 16268 5.4%
 
4 9593 3.2%
 
5 5538 1.8%
 
6 3645 1.2%
 
7 2226 0.7%
 
8 1636 0.5%
 
9 1070 0.4%
 
Other values (100) 3571 1.2%
 

Minimum 5 values

Value Count Frequency (%)  
0 164506 54.8%
 
1 60762 20.3%
 
2 31185 10.4%
 
3 16268 5.4%
 
4 9593 3.2%
 

Maximum 5 values

Value Count Frequency (%)  
598 1 0.0%
 
770 1 0.0%
 
991 1 0.0%
 
1423 1 0.0%
 
1432 1 0.0%
 

count_C_prev6
Numeric

Distinct count 114
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.1767
Minimum 0
Maximum 1976
Zeros (%) 55.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 1
95-th percentile 5
Maximum 1976
Range 1976
Interquartile range 1

Descriptive statistics

Standard deviation 5.8651
Coef of variation 4.9846
Kurtosis 62373
Mean 1.1767
MAD 1.3708
Skewness 213.71
Sum 352996
Variance 34.399
Memory size 2.3 MiB
Value Count Frequency (%)  
0 165464 55.2%
 
1 61891 20.6%
 
2 31010 10.3%
 
3 15623 5.2%
 
4 9251 3.1%
 
5 5311 1.8%
 
6 3443 1.1%
 
7 2119 0.7%
 
8 1552 0.5%
 
9 961 0.3%
 
Other values (104) 3375 1.1%
 

Minimum 5 values

Value Count Frequency (%)  
0 165464 55.2%
 
1 61891 20.6%
 
2 31010 10.3%
 
3 15623 5.2%
 
4 9251 3.1%
 

Maximum 5 values

Value Count Frequency (%)  
275 1 0.0%
 
699 1 0.0%
 
1031 1 0.0%
 
1535 1 0.0%
 
1976 1 0.0%
 

count_D_prev1
Numeric

Distinct count 200
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 5.2437
Minimum 0
Maximum 3641
Zeros (%) 36.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 2
Q3 6
95-th percentile 23
Maximum 3641
Range 3641
Interquartile range 6

Descriptive statistics

Standard deviation 12.121
Coef of variation 2.3116
Kurtosis 27077
Mean 5.2437
MAD 5.9463
Skewness 94.353
Sum 1573107
Variance 146.92
Memory size 2.3 MiB
Value Count Frequency (%)  
0 110449 36.8%
 
1 39451 13.2%
 
2 26042 8.7%
 
3 17995 6.0%
 
4 14332 4.8%
 
5 11035 3.7%
 
6 9389 3.1%
 
7 7818 2.6%
 
8 6631 2.2%
 
9 5837 1.9%
 
Other values (190) 51021 17.0%
 

Minimum 5 values

Value Count Frequency (%)  
0 110449 36.8%
 
1 39451 13.2%
 
2 26042 8.7%
 
3 17995 6.0%
 
4 14332 4.8%
 

Maximum 5 values

Value Count Frequency (%)  
426 1 0.0%
 
501 1 0.0%
 
614 1 0.0%
 
653 1 0.0%
 
3641 1 0.0%
 

count_D_prev2
Numeric

Distinct count 204
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 5.5371
Minimum 0
Maximum 4337
Zeros (%) 36.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 2
Q3 6
95-th percentile 24
Maximum 4337
Range 4337
Interquartile range 6

Descriptive statistics

Standard deviation 13.614
Coef of variation 2.4587
Kurtosis 34765
Mean 5.5371
MAD 6.2883
Skewness 116.47
Sum 1661117
Variance 185.35
Memory size 2.3 MiB
Value Count Frequency (%)  
0 109514 36.5%
 
1 38656 12.9%
 
2 25159 8.4%
 
3 17676 5.9%
 
4 14073 4.7%
 
5 11192 3.7%
 
6 9353 3.1%
 
7 7736 2.6%
 
8 6681 2.2%
 
9 5819 1.9%
 
Other values (194) 54141 18.0%
 

Minimum 5 values

Value Count Frequency (%)  
0 109514 36.5%
 
1 38656 12.9%
 
2 25159 8.4%
 
3 17676 5.9%
 
4 14073 4.7%
 

Maximum 5 values

Value Count Frequency (%)  
425 1 0.0%
 
944 1 0.0%
 
1257 1 0.0%
 
1295 1 0.0%
 
4337 1 0.0%
 

count_D_prev3
Numeric

Distinct count 214
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 5.6057
Minimum 0
Maximum 6969
Zeros (%) 37.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 2
Q3 6
95-th percentile 25
Maximum 6969
Range 6969
Interquartile range 6

Descriptive statistics

Standard deviation 18.454
Coef of variation 3.2921
Kurtosis 72124
Mean 5.6057
MAD 6.4145
Skewness 208.94
Sum 1681721
Variance 340.57
Memory size 2.3 MiB
Value Count Frequency (%)  
0 111317 37.1%
 
1 37758 12.6%
 
2 24893 8.3%
 
3 17397 5.8%
 
4 14051 4.7%
 
5 10907 3.6%
 
6 9196 3.1%
 
7 7843 2.6%
 
8 6637 2.2%
 
9 5760 1.9%
 
Other values (204) 54241 18.1%
 

Minimum 5 values

Value Count Frequency (%)  
0 111317 37.1%
 
1 37758 12.6%
 
2 24893 8.3%
 
3 17397 5.8%
 
4 14051 4.7%
 

Maximum 5 values

Value Count Frequency (%)  
662 1 0.0%
 
1173 1 0.0%
 
2799 1 0.0%
 
3129 1 0.0%
 
6969 1 0.0%
 

count_D_prev4
Highly correlated

This variable is highly correlated with custinit_DR_cnt_prev3 and should be ignored for analysis

Correlation 0.90913

count_D_prev5
Numeric

Distinct count 221
Unique (%) 0.1%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 5.4334
Minimum 0
Maximum 14654
Zeros (%) 38.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 1
Q3 6
95-th percentile 24
Maximum 14654
Range 14654
Interquartile range 6

Descriptive statistics

Standard deviation 29.797
Coef of variation 5.484
Kurtosis 195480
Mean 5.4334
MAD 6.279
Skewness 403.28
Sum 1630031
Variance 887.86
Memory size 2.3 MiB
Value Count Frequency (%)  
0 114236 38.1%
 
1 38024 12.7%
 
2 25069 8.4%
 
3 17317 5.8%
 
4 13765 4.6%
 
5 10698 3.6%
 
6 9014 3.0%
 
7 7583 2.5%
 
8 6588 2.2%
 
9 5649 1.9%
 
Other values (211) 52057 17.4%
 

Minimum 5 values

Value Count Frequency (%)  
0 114236 38.1%
 
1 38024 12.7%
 
2 25069 8.4%
 
3 17317 5.8%
 
4 13765 4.6%
 

Maximum 5 values

Value Count Frequency (%)  
577 1 0.0%
 
789 1 0.0%
 
1950 1 0.0%
 
3609 1 0.0%
 
14654 1 0.0%
 

count_D_prev6
Highly correlated

This variable is highly correlated with custinit_DR_cnt_prev5 and should be ignored for analysis

Correlation 0.95252

count_No_of_MF_PrevQ1
Numeric

Distinct count 445
Unique (%) 1.6%
Missing (%) 90.8%
Missing (n) 272500
Infinite (%) 0.0%
Infinite (n) 0
Mean 30.742
Minimum 1
Maximum 3572
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 3
Median 11
Q3 34
95-th percentile 127
Maximum 3572
Range 3571
Interquartile range 31

Descriptive statistics

Standard deviation 60.127
Coef of variation 1.9558
Kurtosis 465.49
Mean 30.742
MAD 32.337
Skewness 11.435
Sum 845410
Variance 3615.3
Memory size 2.3 MiB
Value Count Frequency (%)  
1.0 4049 1.3%
 
2.0 2394 0.8%
 
4.0 1341 0.4%
 
3.0 1337 0.4%
 
5.0 1006 0.3%
 
6.0 838 0.3%
 
7.0 745 0.2%
 
9.0 719 0.2%
 
8.0 674 0.2%
 
18.0 628 0.2%
 
Other values (434) 13769 4.6%
 
(Missing) 272500 90.8%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 4049 1.3%
 
2.0 2394 0.8%
 
3.0 1337 0.4%
 
4.0 1341 0.4%
 
5.0 1006 0.3%
 

Maximum 5 values

Value Count Frequency (%)  
800.0 1 0.0%
 
806.0 1 0.0%
 
846.0 1 0.0%
 
952.0 1 0.0%
 
3572.0 1 0.0%
 

count_No_of_MF_PrevQ2
Highly correlated

This variable is highly correlated with count_No_of_MF_PrevQ1 and should be ignored for analysis

Correlation 0.99324

custinit_CR_amt_prev1
Numeric

Distinct count 25231
Unique (%) 29.8%
Missing (%) 71.8%
Missing (n) 215340
Infinite (%) 0.0%
Infinite (n) 0
Mean 263840
Minimum 0
Maximum 114690000
Zeros (%) 0.0%

Quantile statistics

Minimum 0
5-th percentile 3819
Q1 21691
Median 55500
Q3 172000
95-th percentile 926050
Maximum 114690000
Range 114690000
Interquartile range 150310

Descriptive statistics

Standard deviation 1458400
Coef of variation 5.5277
Kurtosis 2150.2
Mean 263840
MAD 329080
Skewness 37.484
Sum 22336000000
Variance 2126900000000
Memory size 2.3 MiB
Value Count Frequency (%)  
50000.0 2374 0.8%
 
100000.0 2370 0.8%
 
20000.0 2115 0.7%
 
10000.0 2034 0.7%
 
40000.0 1637 0.5%
 
30000.0 1612 0.5%
 
25000.0 1584 0.5%
 
200000.0 1371 0.5%
 
15000.0 1350 0.4%
 
45000.0 1190 0.4%
 
Other values (25220) 67023 22.3%
 
(Missing) 215340 71.8%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 30 0.0%
 
0.25 1 0.0%
 
1.0 1 0.0%
 
1.35 1 0.0%
 
2.0 3 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
90283788.0 1 0.0%
 
103000000.0 1 0.0%
 
109721817.2 1 0.0%
 
110124116.0 1 0.0%
 
114686960.0 1 0.0%
 

custinit_CR_amt_prev2
Numeric

Distinct count 25925
Unique (%) 29.7%
Missing (%) 70.9%
Missing (n) 212630
Infinite (%) 0.0%
Infinite (n) 0
Mean 268800
Minimum 0
Maximum 215470000
Zeros (%) 0.0%

Quantile statistics

Minimum 0
5-th percentile 4000
Q1 22750
Median 58700
Q3 183000
95-th percentile 911650
Maximum 215470000
Range 215470000
Interquartile range 160250

Descriptive statistics

Standard deviation 1752000
Coef of variation 6.5178
Kurtosis 5694.8
Mean 268800
MAD 332590
Skewness 60.596
Sum 23485000000
Variance 3069600000000
Memory size 2.3 MiB
Value Count Frequency (%)  
100000.0 2589 0.9%
 
50000.0 2396 0.8%
 
20000.0 2085 0.7%
 
10000.0 1996 0.7%
 
30000.0 1704 0.6%
 
40000.0 1663 0.6%
 
25000.0 1603 0.5%
 
200000.0 1541 0.5%
 
15000.0 1309 0.4%
 
45000.0 1295 0.4%
 
Other values (25914) 69189 23.1%
 
(Missing) 212630 70.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 25 0.0%
 
0.87 1 0.0%
 
1.0 6 0.0%
 
1.11 1 0.0%
 
1.32 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
108757886.0 1 0.0%
 
112970189.0 1 0.0%
 
144370000.0 1 0.0%
 
197374473.0 1 0.0%
 
215465821.0 1 0.0%
 

custinit_CR_amt_prev3
Numeric

Distinct count 26820
Unique (%) 29.9%
Missing (%) 70.1%
Missing (n) 210311
Infinite (%) 0.0%
Infinite (n) 0
Mean 274720
Minimum 0
Maximum 300000000
Zeros (%) 0.0%

Quantile statistics

Minimum 0
5-th percentile 3400
Q1 23000
Median 60000
Q3 180000
95-th percentile 904110
Maximum 300000000
Range 300000000
Interquartile range 157000

Descriptive statistics

Standard deviation 2008000
Coef of variation 7.3092
Kurtosis 7211.1
Mean 274720
MAD 342490
Skewness 66.924
Sum 24639000000
Variance 4032000000000
Memory size 2.3 MiB
Value Count Frequency (%)  
100000.0 2793 0.9%
 
50000.0 2454 0.8%
 
20000.0 2086 0.7%
 
10000.0 1998 0.7%
 
40000.0 1782 0.6%
 
30000.0 1626 0.5%
 
25000.0 1620 0.5%
 
200000.0 1556 0.5%
 
15000.0 1363 0.5%
 
45000.0 1312 0.4%
 
Other values (26809) 71099 23.7%
 
(Missing) 210311 70.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 24 0.0%
 
0.2 1 0.0%
 
0.5 1 0.0%
 
0.55 1 0.0%
 
0.9 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
135879704.0 1 0.0%
 
137868515.0 1 0.0%
 
138601626.0 1 0.0%
 
158915000.0 1 0.0%
 
300000000.0 1 0.0%
 

custinit_CR_amt_prev4
Numeric

Distinct count 25427
Unique (%) 29.6%
Missing (%) 71.4%
Missing (n) 214102
Infinite (%) 0.0%
Infinite (n) 0
Mean 234580
Minimum 0
Maximum 130000000
Zeros (%) 0.0%

Quantile statistics

Minimum 0
5-th percentile 2501.6
Q1 20000
Median 50700
Q3 150000
95-th percentile 739360
Maximum 130000000
Range 130000000
Interquartile range 130000

Descriptive statistics

Standard deviation 1559500
Coef of variation 6.6479
Kurtosis 2588.5
Mean 234580
MAD 290760
Skewness 42.678
Sum 20150000000
Variance 2432000000000
Memory size 2.3 MiB
Value Count Frequency (%)  
100000.0 2574 0.9%
 
50000.0 2354 0.8%
 
20000.0 2189 0.7%
 
10000.0 2063 0.7%
 
30000.0 1717 0.6%
 
40000.0 1695 0.6%
 
25000.0 1609 0.5%
 
200000.0 1388 0.5%
 
15000.0 1350 0.4%
 
45000.0 1302 0.4%
 
Other values (25416) 67657 22.6%
 
(Missing) 214102 71.4%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 24 0.0%
 
0.48 1 0.0%
 
0.6 1 0.0%
 
0.89 1 0.0%
 
1.0 3 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
95122326.0 1 0.0%
 
98931814.0 1 0.0%
 
120000000.0 1 0.0%
 
126794000.0 1 0.0%
 
130000000.0 1 0.0%
 

custinit_CR_amt_prev5
Numeric

Distinct count 27078
Unique (%) 30.3%
Missing (%) 70.2%
Missing (n) 210710
Infinite (%) 0.0%
Infinite (n) 0
Mean 249150
Minimum 0
Maximum 167500000
Zeros (%) 0.0%

Quantile statistics

Minimum 0
5-th percentile 2448.4
Q1 20000
Median 50007
Q3 150080
95-th percentile 800000
Maximum 167500000
Range 167500000
Interquartile range 130080

Descriptive statistics

Standard deviation 1703100
Coef of variation 6.8357
Kurtosis 2917.6
Mean 249150
MAD 314270
Skewness 45.212
Sum 22247000000
Variance 2900700000000
Memory size 2.3 MiB
Value Count Frequency (%)  
100000.0 2559 0.9%
 
50000.0 2480 0.8%
 
20000.0 2274 0.8%
 
10000.0 2116 0.7%
 
30000.0 1757 0.6%
 
40000.0 1652 0.6%
 
25000.0 1640 0.5%
 
15000.0 1396 0.5%
 
200000.0 1390 0.5%
 
45000.0 1303 0.4%
 
Other values (27067) 70723 23.6%
 
(Missing) 210710 70.2%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 20 0.0%
 
0.04 1 0.0%
 
0.14 1 0.0%
 
0.25 1 0.0%
 
0.5 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
109799492.8 1 0.0%
 
110376408.0 1 0.0%
 
122051864.0 1 0.0%
 
127984918.0 1 0.0%
 
167498665.0 1 0.0%
 

custinit_CR_amt_prev6
Numeric

Distinct count 25662
Unique (%) 29.0%
Missing (%) 70.5%
Missing (n) 211491
Infinite (%) 0.0%
Infinite (n) 0
Mean 238340
Minimum 0
Maximum 250000000
Zeros (%) 0.0%

Quantile statistics

Minimum 0
5-th percentile 2250
Q1 20000
Median 50000
Q3 150000
95-th percentile 768730
Maximum 250000000
Range 250000000
Interquartile range 130000

Descriptive statistics

Standard deviation 1656800
Coef of variation 6.9515
Kurtosis 7152.4
Mean 238340
MAD 299990
Skewness 64.072
Sum 21095000000
Variance 2745100000000
Memory size 2.3 MiB
Value Count Frequency (%)  
50000.0 2516 0.8%
 
100000.0 2439 0.8%
 
20000.0 2324 0.8%
 
10000.0 2319 0.8%
 
30000.0 1810 0.6%
 
40000.0 1773 0.6%
 
25000.0 1739 0.6%
 
200000.0 1497 0.5%
 
15000.0 1454 0.5%
 
45000.0 1243 0.4%
 
Other values (25651) 69395 23.1%
 
(Missing) 211491 70.5%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 23 0.0%
 
1.69 1 0.0%
 
2.0 4 0.0%
 
2.19 1 0.0%
 
2.26 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
83757892.0 1 0.0%
 
100000000.0 1 0.0%
 
106512559.0 1 0.0%
 
134963238.0 1 0.0%
 
250000000.0 1 0.0%
 

custinit_CR_cnt_prev1
Highly correlated

This variable is highly correlated with COUNT_BRANCH_C_prev1 and should be ignored for analysis

Correlation 0.90176

custinit_CR_cnt_prev2
Highly correlated

This variable is highly correlated with COUNT_BRANCH_D_prev2 and should be ignored for analysis

Correlation 0.92149

custinit_CR_cnt_prev3
Highly correlated

This variable is highly correlated with COUNT_BRANCH_C_prev3 and should be ignored for analysis

Correlation 0.99328

custinit_CR_cnt_prev4
Highly correlated

This variable is highly correlated with COUNT_BRANCH_C_prev4 and should be ignored for analysis

Correlation 0.99819

custinit_CR_cnt_prev5
Highly correlated

This variable is highly correlated with COUNT_BRANCH_C_prev5 and should be ignored for analysis

Correlation 0.96464

custinit_CR_cnt_prev6
Highly correlated

This variable is highly correlated with COUNT_BRANCH_C_prev6 and should be ignored for analysis

Correlation 0.9767

custinit_DR_amt_prev1
Highly correlated

This variable is highly correlated with BRANCH_D_prev1 and should be ignored for analysis

Correlation 0.92153

custinit_DR_amt_prev2
Highly correlated

This variable is highly correlated with BRANCH_D_prev2 and should be ignored for analysis

Correlation 0.96913

custinit_DR_amt_prev3
Highly correlated

This variable is highly correlated with BRANCH_D_prev3 and should be ignored for analysis

Correlation 0.93789

custinit_DR_amt_prev4
Highly correlated

This variable is highly correlated with BRANCH_D_prev4 and should be ignored for analysis

Correlation 0.95449

custinit_DR_amt_prev5
Numeric

Distinct count 88694
Unique (%) 49.1%
Missing (%) 39.8%
Missing (n) 119421
Infinite (%) 0.0%
Infinite (n) 0
Mean 337520
Minimum 0
Maximum 1117000000
Zeros (%) 7.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 6673.5
Median 37930
Q3 150000
95-th percentile 1071500
Maximum 1117000000
Range 1117000000
Interquartile range 143330

Descriptive statistics

Standard deviation 4651700
Coef of variation 13.782
Kurtosis 22537
Mean 337520
MAD 479780
Skewness 122.71
Sum 60949000000
Variance 21638000000000
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 22537 7.5%
 
10000.0 3101 1.0%
 
20000.0 2465 0.8%
 
100000.0 2241 0.7%
 
50000.0 2056 0.7%
 
5000.0 1942 0.6%
 
25000.0 1424 0.5%
 
15000.0 1393 0.5%
 
200000.0 1355 0.5%
 
30000.0 1355 0.5%
 
Other values (88683) 140710 46.9%
 
(Missing) 119421 39.8%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 22537 7.5%
 
1.0 17 0.0%
 
2.0 2 0.0%
 
2.6 1 0.0%
 
3.61 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
477015340.0 1 0.0%
 
503352531.0 1 0.0%
 
517921814.0 1 0.0%
 
527178064.0 1 0.0%
 
1117018085.0 1 0.0%
 

custinit_DR_amt_prev6
Highly correlated

This variable is highly correlated with BRANCH_D_prev6 and should be ignored for analysis

Correlation 0.9201

custinit_DR_cnt_prev1
Highly correlated

This variable is highly correlated with count_D_prev1 and should be ignored for analysis

Correlation 0.98768

custinit_DR_cnt_prev2
Highly correlated

This variable is highly correlated with count_D_prev2 and should be ignored for analysis

Correlation 0.99037

custinit_DR_cnt_prev3
Highly correlated

This variable is highly correlated with count_D_prev3 and should be ignored for analysis

Correlation 0.99523

custinit_DR_cnt_prev4
Highly correlated

This variable is highly correlated with COUNT_BRANCH_D_prev4 and should be ignored for analysis

Correlation 0.94344

custinit_DR_cnt_prev5
Highly correlated

This variable is highly correlated with COUNT_BRANCH_D_prev5 and should be ignored for analysis

Correlation 0.9608

custinit_DR_cnt_prev6
Highly correlated

This variable is highly correlated with COUNT_BRANCH_D_prev6 and should be ignored for analysis

Correlation 0.98296

dependents
Numeric

Distinct count 31
Unique (%) 0.0%
Missing (%) 8.8%
Missing (n) 26382
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.34239
Minimum 0
Maximum 60
Zeros (%) 75.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 0
95-th percentile 2
Maximum 60
Range 60
Interquartile range 0

Descriptive statistics

Standard deviation 0.88216
Coef of variation 2.5764
Kurtosis 283.75
Mean 0.34239
MAD 0.56716
Skewness 7.3189
Sum 93685
Variance 0.7782
Memory size 2.3 MiB
Value Count Frequency (%)  
0.0 226620 75.5%
 
2.0 22199 7.4%
 
1.0 14636 4.9%
 
3.0 7462 2.5%
 
4.0 2055 0.7%
 
5.0 443 0.1%
 
6.0 117 0.0%
 
7.0 30 0.0%
 
8.0 12 0.0%
 
10.0 10 0.0%
 
Other values (20) 34 0.0%
 
(Missing) 26382 8.8%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 226620 75.5%
 
1.0 14636 4.9%
 
2.0 22199 7.4%
 
3.0 7462 2.5%
 
4.0 2055 0.7%
 

Maximum 5 values

Value Count Frequency (%)  
41.0 1 0.0%
 
50.0 1 0.0%
 
52.0 1 0.0%
 
59.0 1 0.0%
 
60.0 1 0.0%
 

gender_bin
Categorical

Distinct count 3
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Male
174827
Female
119212
Missin
 
5961
Value Count Frequency (%)  
Male 174827 58.3%
 
Female 119212 39.7%
 
Missin 5961 2.0%
 

lap_tag_live
Categorical

Distinct count 2
Unique (%) 0.3%
Missing (%) 99.7%
Missing (n) 299242
Y
 
758
(Missing)
299242
Value Count Frequency (%)  
Y 758 0.3%
 
(Missing) 299242 99.7%
 

vintage
Numeric

Distinct count 6849
Unique (%) 2.3%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 2363.6
Minimum 180
Maximum 26704
Zeros (%) 0.0%

Quantile statistics

Minimum 180
5-th percentile 380
Q1 1113
Median 2021
Q3 3177
95-th percentile 5597
Maximum 26704
Range 26524
Interquartile range 2064

Descriptive statistics

Standard deviation 1611.6
Coef of variation 0.68185
Kurtosis 0.3396
Mean 2363.6
MAD 1296.4
Skewness 0.88801
Sum 709069382
Variance 2597300
Memory size 2.3 MiB
Value Count Frequency (%)  
1997 293 0.1%
 
1400 216 0.1%
 
1395 194 0.1%
 
1397 177 0.1%
 
889 177 0.1%
 
403 170 0.1%
 
1169 169 0.1%
 
1162 160 0.1%
 
1312 156 0.1%
 
1435 156 0.1%
 
Other values (6839) 298132 99.4%
 

Minimum 5 values

Value Count Frequency (%)  
180 69 0.0%
 
181 81 0.0%
 
182 89 0.0%
 
183 70 0.0%
 
184 57 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
13388 1 0.0%
 
13602 1 0.0%
 
13997 1 0.0%
 
18946 2 0.0%
 
26704 1 0.0%
 

zip
Categorical

Distinct count 11530
Unique (%) 3.9%
Missing (%) 0.3%
Missing (n) 1050
122001.0
 
2701
201301.0
 
2559
400053.0
 
2151
Other values (11526)
291539
Value Count Frequency (%)  
122001.0 2701 0.9%
 
201301.0 2559 0.9%
 
400053.0 2151 0.7%
 
122002.0 1968 0.7%
 
110092.0 1946 0.6%
 
143001.0 1795 0.6%
 
110017.0 1455 0.5%
 
400050.0 1452 0.5%
 
110019.0 1450 0.5%
 
110085.0 1442 0.5%
 
Other values (11519) 280031 93.3%
 

Sample

NO_OF_Accs HNW_CATEGORY vintage EMAIL_UNSUBSCRIBE OCCUP_ALL_NEW city dependents zip FINAL_WORTH_prev1 ENGAGEMENT_TAG_prev1 C_prev1 D_prev1 ATM_C_prev1 ATM_D_prev1 BRANCH_C_prev1 BRANCH_D_prev1 IB_C_prev1 IB_D_prev1 MB_C_prev1 MB_D_prev1 POS_C_prev1 POS_D_prev1 count_C_prev1 count_D_prev1 COUNT_ATM_C_prev1 COUNT_ATM_D_prev1 COUNT_BRANCH_C_prev1 COUNT_BRANCH_D_prev1 COUNT_IB_C_prev1 COUNT_IB_D_prev1 COUNT_MB_C_prev1 COUNT_MB_D_prev1 COUNT_POS_C_prev1 COUNT_POS_D_prev1 custinit_CR_amt_prev1 custinit_DR_amt_prev1 custinit_CR_cnt_prev1 custinit_DR_cnt_prev1 ATM_amt_prev1 ATM_CW_Amt_prev1 ATM_CW_Cnt_prev1 BRN_CW_Amt_prev1 BRN_CW_Cnt_prev1 BRN_CASH_Dep_Amt_prev1 BRN_CASH_Dep_Cnt_prev1 CNR_prev1 BAL_prev1 EOP_prev1 CR_AMB_Prev1 C_prev2 D_prev2 ATM_C_prev2 ATM_D_prev2 BRANCH_C_prev2 BRANCH_D_prev2 IB_C_prev2 IB_D_prev2 MB_C_prev2 MB_D_prev2 POS_C_prev2 POS_D_prev2 count_C_prev2 count_D_prev2 COUNT_ATM_C_prev2 COUNT_ATM_D_prev2 COUNT_BRANCH_C_prev2 COUNT_BRANCH_D_prev2 COUNT_IB_C_prev2 COUNT_IB_D_prev2 COUNT_MB_C_prev2 COUNT_MB_D_prev2 COUNT_POS_C_prev2 COUNT_POS_D_prev2 custinit_CR_amt_prev2 custinit_DR_amt_prev2 custinit_CR_cnt_prev2 custinit_DR_cnt_prev2 ATM_amt_prev2 ATM_CW_Amt_prev2 ATM_CW_Cnt_prev2 BRN_CW_Amt_prev2 BRN_CW_Cnt_prev2 BRN_CASH_Dep_Amt_prev2 BRN_CASH_Dep_Cnt_prev2 CNR_prev2 BAL_prev2 EOP_prev2 CR_AMB_Prev2 C_prev3 D_prev3 ATM_C_prev3 ATM_D_prev3 BRANCH_C_prev3 BRANCH_D_prev3 IB_C_prev3 IB_D_prev3 MB_C_prev3 MB_D_prev3 POS_C_prev3 POS_D_prev3 count_C_prev3 count_D_prev3 COUNT_ATM_C_prev3 COUNT_ATM_D_prev3 COUNT_BRANCH_C_prev3 COUNT_BRANCH_D_prev3 COUNT_IB_C_prev3 COUNT_IB_D_prev3 COUNT_MB_C_prev3 COUNT_MB_D_prev3 COUNT_POS_C_prev3 COUNT_POS_D_prev3 custinit_CR_amt_prev3 custinit_DR_amt_prev3 custinit_CR_cnt_prev3 custinit_DR_cnt_prev3 ATM_amt_prev3 ATM_CW_Amt_prev3 ATM_CW_Cnt_prev3 BRN_CW_Amt_prev3 BRN_CW_Cnt_prev3 BRN_CASH_Dep_Amt_prev3 BRN_CASH_Dep_Cnt_prev3 CNR_prev3 BAL_prev3 EOP_prev3 CR_AMB_Prev3 C_prev4 D_prev4 ATM_C_prev4 ATM_D_prev4 BRANCH_C_prev4 BRANCH_D_prev4 IB_C_prev4 IB_D_prev4 MB_C_prev4 MB_D_prev4 POS_C_prev4 POS_D_prev4 count_C_prev4 count_D_prev4 COUNT_ATM_C_prev4 COUNT_ATM_D_prev4 COUNT_BRANCH_C_prev4 COUNT_BRANCH_D_prev4 COUNT_IB_C_prev4 COUNT_IB_D_prev4 COUNT_MB_C_prev4 COUNT_MB_D_prev4 COUNT_POS_C_prev4 COUNT_POS_D_prev4 custinit_CR_amt_prev4 custinit_DR_amt_prev4 custinit_CR_cnt_prev4 custinit_DR_cnt_prev4 ATM_amt_prev4 ATM_CW_Amt_prev4 ATM_CW_Cnt_prev4 BRN_CW_Amt_prev4 BRN_CW_Cnt_prev4 BRN_CASH_Dep_Amt_prev4 BRN_CASH_Dep_Cnt_prev4 CNR_prev4 BAL_prev4 EOP_prev4 CR_AMB_Prev4 C_prev5 D_prev5 ATM_C_prev5 ATM_D_prev5 BRANCH_C_prev5 BRANCH_D_prev5 IB_C_prev5 IB_D_prev5 MB_C_prev5 MB_D_prev5 POS_C_prev5 POS_D_prev5 count_C_prev5 count_D_prev5 COUNT_ATM_C_prev5 COUNT_ATM_D_prev5 COUNT_BRANCH_C_prev5 COUNT_BRANCH_D_prev5 COUNT_IB_C_prev5 COUNT_IB_D_prev5 COUNT_MB_C_prev5 COUNT_MB_D_prev5 COUNT_POS_C_prev5 COUNT_POS_D_prev5 custinit_CR_amt_prev5 custinit_DR_amt_prev5 custinit_CR_cnt_prev5 custinit_DR_cnt_prev5 ATM_amt_prev5 ATM_CW_Amt_prev5 ATM_CW_Cnt_prev5 BRN_CW_Amt_prev5 BRN_CW_Cnt_prev5 BRN_CASH_Dep_Amt_prev5 BRN_CASH_Dep_Cnt_prev5 CNR_prev5 BAL_prev5 EOP_prev5 CR_AMB_Prev5 C_prev6 D_prev6 ATM_C_prev6 ATM_D_prev6 BRANCH_C_prev6 BRANCH_D_prev6 IB_C_prev6 IB_D_prev6 MB_C_prev6 MB_D_prev6 POS_C_prev6 POS_D_prev6 count_C_prev6 count_D_prev6 COUNT_ATM_C_prev6 COUNT_ATM_D_prev6 COUNT_BRANCH_C_prev6 COUNT_BRANCH_D_prev6 COUNT_IB_C_prev6 COUNT_IB_D_prev6 COUNT_MB_C_prev6 COUNT_MB_D_prev6 COUNT_POS_C_prev6 COUNT_POS_D_prev6 custinit_CR_amt_prev6 custinit_DR_amt_prev6 custinit_CR_cnt_prev6 custinit_DR_cnt_prev6 ATM_amt_prev6 ATM_CW_Amt_prev6 ATM_CW_Cnt_prev6 BRN_CW_Amt_prev6 BRN_CW_Cnt_prev6 BRN_CASH_Dep_Amt_prev6 BRN_CASH_Dep_Cnt_prev6 CNR_prev6 BAL_prev6 EOP_prev6 CR_AMB_Prev6 FRX_PrevQ1 EFT_SELF_TRANSFER_PrevQ1 Billpay_Active_PrevQ1 Billpay_Reg_ason_Prev1 FD_AMOUNT_BOOK_PrevQ1 FD_AMOUNT_BOOK_PrevQ2 NO_OF_FD_BOOK_PrevQ1 NO_OF_FD_BOOK_PrevQ2 NO_OF_RD_BOOK_PrevQ1 NO_OF_RD_BOOK_PrevQ2 RD_AMOUNT_BOOK_PrevQ1 RD_AMOUNT_BOOK_PrevQ2 Total_Invest_in_MF_PrevQ1 Total_Invest_in_MF_PrevQ2 count_No_of_MF_PrevQ1 count_No_of_MF_PrevQ2 Dmat_Investing_PrevQ1 Dmat_Investing_PrevQ2 AGRI_PREM_CLOSED_PREVQ1 AL_CNC_PREM_CLOSED_PREVQ1 AL_PREM_CLOSED_PREVQ1 BL_PREM_CLOSED_PREVQ1 CC_PREM_CLOSED_PREVQ1 CE_PREM_CLOSED_PREVQ1 CV_PREM_CLOSED_PREVQ1 EDU_PREM_CLOSED_PREVQ1 OTHER_LOANS_PREM_CLOSED_PREVQ1 PL_PREM_CLOSED_PREVQ1 RD_PREM_CLOSED_PREVQ1 FD_PREM_CLOSED_PREVQ1 TL_PREM_CLOSED_PREVQ1 TWL_PREM_CLOSED_PREVQ1 AGRI_Closed_PrevQ1 AL_CNC_Closed_PrevQ1 AL_Closed_PrevQ1 BL_Closed_PrevQ1 CC_CLOSED_PREVQ1 CE_Closed_PrevQ1 CV_Closed_PrevQ1 EDU_Closed_PrevQ1 GL_Closed_PrevQ1 OTHER_LOANS_Closed_PrevQ1 PL_Closed_PrevQ1 RD_CLOSED_PREVQ1 FD_CLOSED_PREVQ1 TL_Closed_PrevQ1 TWL_Closed_PrevQ1 DEMAT_CLOSED_PREV1YR SEC_ACC_CLOSED_PREV1YR AGRI_TAG_LIVE AL_CNC_TAG_LIVE AL_TAG_LIVE BL_TAG_LIVE CC_TAG_LIVE CE_TAG_LIVE CV_TAG_LIVE DEMAT_TAG_LIVE EDU_TAG_LIVE GL_TAG_LIVE HL_TAG_LIVE SEC_ACC_TAG_LIVE INS_TAG_LIVE LAS_TAG_LIVE MF_TAG_LIVE OTHER_LOANS_TAG_LIVE PL_TAG_LIVE RD_TAG_LIVE FD_TAG_LIVE TL_TAG_LIVE TWL_TAG_LIVE lap_tag_live AGRI_DATE AL_CNC_DATE AL_DATE BL_DATE CE_DATE CV_DATE EDU_DATE GL_DATE LAP_DATE LAS_DATE OTHER_LOANS_DATE PL_DATE TL_DATE TWL_DATE Charges_PrevQ1 Charges_cnt_PrevQ1 NO_OF_COMPLAINTS CASH_WD_AMT_Last6 CASH_WD_CNT_Last6 Billpay_Active_PrevQ1_N Billpay_Reg_ason_Prev1_N Charges_cnt_PrevQ1_N FRX_PrevQ1_N brn_code RBI_Class_Audit age gender_bin Recency_of_CR_TXN Recency_of_DR_TXN Recency_of_IB_TXN Recency_of_ATM_TXN Recency_of_BRANCH_TXN Recency_of_POS_TXN Recency_of_MB_TXN Recency_of_Activity I_AQB_PrevQ1 I_AQB_PrevQ2 I_CR_AQB_PrevQ1 I_CR_AQB_PrevQ2 I_CNR_PrevQ1 I_CNR_PrevQ2 I_NRV_PrevQ1 I_NRV_PrevQ2 CR_AMB_Drop_Build_1 CR_AMB_Drop_Build_2 CR_AMB_Drop_Build_3 CR_AMB_Drop_Build_4 CR_AMB_Drop_Build_5 Req_Logged_PrevQ1 Req_Resolved_PrevQ1 Query_Logged_PrevQ1 Query_Resolved_PrevQ1 Complaint_Logged_PrevQ1 Complaint_Resolved_PrevQ1 NO_OF_CHEQUE_BOUNCE_V1 Percent_Change_in_Credits Percent_Change_in_FT_Bank Percent_Change_in_FT_outside Percent_Change_in_Self_Txn Percent_Change_in_Big_Expenses
0 1 2_Preferred 1947 NaN HOUSEWIFE BANGALORE 0.0 562114.0 HIGH LOW 0.00 200000.0 0 0.0 0.00 200000.0 0.0 0.0 0 0 0 0.0 0 1 0 0 0 1 0 0 0 0 0 0 NaN 200000.0 NaN 1.0 NaN NaN NaN NaN NaN NaN NaN 1520.75 743952.92 743952.92 743952.92 0.0 0.00 0 0.0 0.0 0.00 0.0 0.0 0 0 0 0.0 0 0 0 0 0 0 0 0 0 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 1966.57 943952.92 943952.92 943952.92 0.0 100000.0 0 100000.0 0.0 0.0 0.0 0.0 0 0 0 0.0 0 5 0 5 0 0 0 0 0 0 0 0 NaN 100000.0 NaN 5.0 100000.0 100000.0 5.0 NaN NaN NaN NaN 1990.82 1014344.86 943952.92 1014344.86 0.0 50000.00 0 0.0 0.0 50000.00 0.0 0.0 0 0 0 0.0 0 1 0 0 0 1 0 0 0 0 0 0 NaN 50000.00 NaN 1.0 NaN NaN NaN NaN NaN NaN NaN 2152.69 1037802.92 1007802.92 1037802.92 7800.0 540000.00 0 55000.0 7800.0 485000.0 0.0 0.00 0 0 0 0.0 1 14 0 6 1 8 0 0 0 0 0 0 7800.0 485000.00 1.0 8.0 55000.0 55000.0 6.0 NaN NaN NaN NaN 2557.22 1223508.20 1057802.92 1223508.20 0.0 0.0 0 0.0 0.0 0.0 0.0 0.0 0 0 0 0.0 0 0 0 0 0 0 0 0 0 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 1752.89 841385.39 853402.02 841385.39 NaN N NaN NaN 0.0 0.0 NaN NaN NaN NaN 0 0 0.00 0.00 NaN NaN 0.0 0.00 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.0 NaN NaN 155000.0 11 A_MISSING A_MISSING A_MISSING A_MISSING 1037 SEMI-URBAN 59 Female 147.0 28.0 NaN 61.0 28.0 NaN NaN 28.0 9.007502e+05 1.034232e+06 9.007502e+05 1.034232e+06 1826.046667 2154.266667 9.007502e+05 1.034232e+06 -0.211875 -0.069396 -0.022604 -0.151781 0.454159 NaN NaN NaN NaN NaN NaN NaN -94.757314 NaN 0.0 NaN NaN
1 1 1_Imperia 3082 NaN SALARIED MUMBAI 0.0 400015.0 HIGH MEDIUM 3198.40 32000.0 0 18000.0 3198.40 14000.0 0.0 0.0 0 0 0 0.0 2 5 0 3 2 2 0 0 0 0 0 0 NaN 18000.0 NaN 3.0 18000.0 18000.0 3.0 NaN NaN NaN NaN 18340.86 8034290.99 11295310.87 8034290.99 0.0 1160925.13 0 25000.0 0.0 1135925.13 0.0 0.0 0 0 0 0.0 0 8 0 4 0 4 0 0 0 0 0 0 NaN 1140925.13 NaN 5.0 25000.0 25000.0 4.0 NaN NaN NaN NaN 49957.65 6471503.11 7508345.76 6471503.11 0.0 68000.0 0 30000.0 0.0 30000.0 0.0 8000.0 0 0 0 0.0 0 12 0 5 0 5 0 2 0 0 0 0 NaN 38000.0 NaN 7.0 30000.0 30000.0 5.0 NaN NaN NaN NaN 11104.54 5543465.03 4562383.16 5543465.03 0.0 1032844.07 0 5000.0 0.0 1027844.07 0.0 0.0 0 0 0 0.0 0 2 0 1 0 1 0 0 0 0 0 0 NaN 1032844.07 NaN 2.0 5000.0 5000.0 1.0 NaN NaN NaN NaN 12198.12 5973512.08 7467485.79 5973512.08 0.0 2647939.04 0 18500.0 0.0 4500.0 0.0 2624939.04 0 0 0 0.0 0 12 0 4 0 2 0 6 0 0 0 0 NaN 2643439.04 NaN 10.0 18500.0 18500.0 4.0 NaN NaN NaN NaN 12807.07 6053779.08 5681015.79 6053779.08 28.5 2462648.0 0 19000.0 28.5 2443648.0 0.0 0.0 0 0 0 0.0 1 9 0 4 1 5 0 0 0 0 0 0 NaN 2443648.0 NaN 5.0 19000.0 19000.0 4.0 NaN NaN NaN NaN 17711.99 8684104.76 8344246.15 8684104.76 NaN N NaN 1.0 0.0 0.0 NaN NaN NaN NaN 0 0 20824218.45 18824218.45 28.0 26.0 25222517.1 30928561.39 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Y NaN NaN Y NaN NaN NaN NaN NaN NaN Y NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN -996.0 NaN NaN 115500.0 21 A_MISSING B_1 A_MISSING A_MISSING 60 METROPOLITAN 37 Male 19.0 16.0 60.0 16.0 19.0 188.0 NaN 16.0 6.683086e+06 6.903799e+06 6.683086e+06 6.903799e+06 26467.683330 14239.060000 5.272982e+07 5.665658e+07 0.241488 0.167411 -0.071992 -0.013259 -0.302890 NaN NaN NaN NaN NaN NaN NaN 160.024566 NaN 0.0 NaN 0.0
2 1 2_Preferred 572 NaN SELF_EMPLOYED HILI NaN 733126.0 HIGH LOW 15000.00 1650000.0 0 0.0 15000.00 1650000.0 0.0 0.0 0 0 0 0.0 1 4 0 0 1 4 0 0 0 0 0 0 15000.00 1650000.0 1.0 4.0 NaN NaN NaN NaN NaN 15000.0 1.0 482.92 317922.94 20363.68 317922.94 0.0 0.00 0 0.0 0.0 0.00 0.0 0.0 0 0 0 0.0 0 0 0 0 0 0 0 0 0 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 453.96 217899.88 1655168.31 217899.88 0.0 0.0 0 0.0 0.0 0.0 0.0 0.0 0 0 0 0.0 0 0 0 0 0 0 0 0 0 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 9.64 4629.43 4888.24 4629.43 296000.0 296101.00 0 0.0 296000.0 296101.00 0.0 0.0 0 0 0 0.0 1 1 0 0 1 1 0 0 0 0 0 0 296000.0 296101.00 1.0 1.0 NaN NaN NaN NaN NaN 296000.0 1.0 -50.24 4413.95 4429.49 4413.95 145200.0 170040.00 0 100.0 145200.0 169940.0 0.0 0.00 0 0 0 0.0 4 3 0 1 4 2 0 0 0 0 0 0 95200.0 169940.00 3.0 2.0 100.0 100.0 1.0 NaN NaN 95200.0 3.0 32.12 46987.35 4362.67 46987.35 0.0 0.0 0 0.0 0.0 0.0 0.0 0.0 0 0 0 0.0 0 0 0 0 0 0 0 0 0 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 58.83 28240.31 28961.32 28240.31 NaN N NaN NaN 0.0 0.0 NaN NaN NaN NaN 0 0 0.00 0.00 NaN NaN 0.0 0.00 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.0 NaN NaN 100.0 1 A_MISSING A_MISSING A_MISSING A_MISSING 3638 URBAN 37 Male 0.0 19.0 NaN 125.0 0.0 NaN NaN 0.0 1.801508e+05 2.654720e+04 1.801508e+05 2.654720e+04 315.506667 13.570000 1.801508e+05 2.654720e+04 0.459032 46.068404 0.048818 -0.906061 0.663840 NaN NaN NaN NaN NaN NaN NaN 273.771918 NaN 10.0 NaN NaN
3 1 3_Classic 773 NaN SELF_EMPLOYED NAMAKKAL 0.0 637410.0 HIGH LOW 0.00 0.0 0 0.0 0.00 0.0 0.0 0.0 0 0 0 0.0 0 0 0 0 0 0 0 0 0 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 2045.09 856120.91 856120.91 856120.91 0.0 0.00 0 0.0 0.0 0.00 0.0 0.0 0 0 0 0.0 0 0 0 0 0 0 0 0 0 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 2045.09 856120.91 856120.91 856120.91 0.0 0.0 0 0.0 0.0 0.0 0.0 0.0 0 0 0 0.0 0 0 0 0 0 0 0 0 0 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 2045.09 856120.91 856120.91 856120.91 0.0 0.00 0 0.0 0.0 0.00 0.0 0.0 0 0 0 0.0 0 0 0 0 0 0 0 0 0 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 2045.09 856120.91 856120.91 856120.91 0.0 0.00 0 0.0 0.0 0.0 0.0 0.00 0 0 0 0.0 0 0 0 0 0 0 0 0 0 0 0 0 NaN NaN NaN NaN 0.0 NaN NaN NaN NaN NaN NaN 2029.79 856120.91 856120.91 856120.91 0.0 0.0 0 0.0 0.0 0.0 0.0 0.0 0 0 0 0.0 0 0 0 0 0 0 0 0 0 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 2011.19 839849.98 856120.91 839849.98 NaN N NaN NaN 0.0 0.0 NaN NaN NaN NaN 0 0 0.00 0.00 NaN NaN 0.0 0.00 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 784.5 3.0 NaN 0.0 0 A_MISSING A_MISSING D_3 A_MISSING 1879 RURAL 56 Male NaN NaN NaN 146.0 NaN NaN NaN 146.0 8.561209e+05 8.506973e+05 8.561209e+05 8.506973e+05 2045.090000 2028.690000 8.561209e+05 8.506973e+05 0.000000 0.000000 0.000000 0.000000 0.019374 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
4 1 2_Preferred 1627 NaN HOUSEWIFE MUMBAI 0.0 400053.0 HIGH LOW 1057252.95 835000.0 0 0.0 1057252.95 835000.0 0.0 0.0 0 0 0 0.0 10 12 0 0 10 5 0 7 0 0 0 0 232252.95 835000.0 8.0 12.0 NaN NaN NaN NaN NaN 175000.0 5.0 713.13 412330.33 194485.64 412330.33 29800.0 78625.00 0 0.0 29800.0 78625.00 0.0 0.0 0 0 0 0.0 1 4 0 0 1 3 0 1 0 0 0 0 29800.0 78625.00 1.0 4.0 NaN NaN NaN NaN NaN NaN NaN 70.01 44476.32 2241.64 44476.32 29800.0 31080.0 0 0.0 29800.0 31080.0 0.0 0.0 0 0 0 0.0 1 4 0 0 1 2 0 2 0 0 0 0 29800.0 31080.0 1.0 4.0 NaN NaN NaN NaN NaN NaN NaN 100.60 61112.77 61066.64 61112.77 89800.0 31800.00 0 0.0 89800.0 31800.00 0.0 0.0 0 0 0 0.0 3 3 0 0 3 2 0 1 0 0 0 0 89800.0 31800.00 3.0 3.0 NaN NaN NaN NaN NaN 30000.0 1.0 106.49 71949.97 72196.64 71949.97 49800.0 75000.00 0 0.0 49800.0 75000.0 0.0 0.00 0 0 0 0.0 2 3 0 0 2 2 0 1 0 0 0 0 49800.0 75000.00 2.0 3.0 NaN NaN NaN NaN NaN 20000.0 1.0 26.95 30086.96 24196.64 30086.96 79800.0 30000.0 0 0.0 79800.0 30000.0 0.0 0.0 0 0 0 0.0 3 9 0 0 3 2 0 7 0 0 0 0 50000.0 30000.0 2.0 9.0 NaN NaN NaN NaN NaN 50000.0 2.0 89.59 65139.84 59396.64 65139.84 NaN N NaN NaN 0.0 0.0 NaN NaN NaN NaN 0 0 0.00 0.00 NaN NaN 0.0 0.00 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Y NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 0.0 NaN NaN 0.0 0 A_MISSING A_MISSING A_MISSING A_MISSING 143 METROPOLITAN 36 Female 0.0 3.0 3.0 NaN 0.0 NaN NaN 0.0 1.726398e+05 5.572559e+04 1.726398e+05 5.572559e+04 294.580000 74.343333 1.726398e+05 5.572559e+04 8.270783 -0.272225 -0.150621 1.391400 -0.538117 NaN NaN NaN NaN NaN NaN NaN 399.997265 NaN 7.0 NaN NaN